Stage verified Inflect v2 release candidate and evaluation evidence

CHANGELOG.md

@@ -4,4 +4,4 @@
 
 - Release Inflect-Micro-v2 as a complete 24 kHz English text-to-waveform package.
 - Add punctuation-preserving normalization, long-text chunking, deterministic seeds, speed control, and variation control.
-- Publish matched 500-prompt evaluation, community blind-listening evidence, runtime reports, samples, and integrity hashes.
+- Publish a frozen 400-prompt dual-ASR intelligibility evaluation, a separate matched quality evaluation, community blind-listening evidence, runtime reports, samples, and integrity hashes.

README.md

@@ -60,13 +60,9 @@ Inflect-Micro-v2 recorded a **66.2% preference rate** (21 wins, 10 losses, 3 tie
 
 ![Predicted quality versus footprint](assets/evidence/quality-vs-footprint.svg)
 
-### Intelligibility
-
-![Semantic WER](assets/evidence/semantic-wer.svg)
-
-### Cross-ASR robustness
-
-![Semantic WER across ASR families](assets/evidence/asr-robustness.svg)
+### Dual-ASR intelligibility
+
+![Semantic WER across Qwen3-ASR and Nemotron 3.5](assets/evidence/modern400-dual-asr.svg)
 
 ### CPU throughput
 
@@ -76,41 +72,37 @@ Inflect-Micro-v2 recorded a **66.2% preference rate** (21 wins, 10 losses, 3 tie
 
 ![Quality and CPU throughput](assets/evidence/quality-vs-cpu-speed.svg)
 
-### Error analysis
-
-![Semantic WER by prompt category](assets/evidence/category-semantic-wer.svg)
-
-### Complete model footprint
+### Complete model footprint
 
 ![Model footprint](assets/evidence/model-footprint.svg)
 
-| System | Weights | UTMOS22 ↑ | Semantic WER ↓ |
-| --- | ---: | ---: | ---: |
-| **Inflect-Micro-v2** | 37.5 MB | 4.395 | 1.93% |
-| **Inflect-Nano-v2** | 16.0 MB | 4.386 | 2.48% |
-| KittenTTS Nano · Bruno | 56.8 MB | 4.217 | 0.97% |
-| KittenTTS Nano · Hugo | 56.8 MB | 4.191 | 1.15% |
-| Piper · Ryan Low | 63.1 MB | 4.289 | 2.33% |
-| Piper · Danny Low | 63.1 MB | 4.195 | 1.81% |
-| Supertonic 3 · James · 3-step | 398.1 MB | 2.471 | 692.82% |
-| Supertonic 3 · James · 8-step | 398.1 MB | 4.295 | 622.52% |
-
-On the 500-prompt matched set, Inflect-Micro-v2 measured **4.395 UTMOS22** (95% bootstrap CI 4.381–4.408) and **1.93% semantic WER** (95% CI 1.46–2.42). UTMOS22 is an automated quality predictor, not human MOS. WER measures transcript recoverability, not naturalness.
-
-Under the prespecified Whisper-large-v3 protocol, Supertonic produced insertion-heavy hypotheses and landed off-scale at **692.82%** (3-step) and **622.52%** (8-step). The independent wav2vec2 pass scored the same clips at **13.47%** and **3.76%**, respectively. This large disagreement is reported as ASR-family sensitivity, not collapsed into an aggregate or interpreted as a direct measure of Supertonic intelligibility. Exact hypotheses and per-clip errors ship in the raw reports.
+| System | Weights | UTMOS22 ↑ | Qwen3-ASR WER ↓ | Nemotron WER ↓ |
+| --- | ---: | ---: | ---: | ---: |
+| **Inflect-Micro-v2** | 37.5 MB | 4.395 | **2.52%** | **5.45%** |
+| **Inflect-Nano-v2** | 16.0 MB | 4.386 | **2.79%** | **5.63%** |
+| KittenTTS Nano · Bruno | 56.8 MB | 4.217 | 2.15% | 3.96% |
+| KittenTTS Nano · Hugo | 56.8 MB | 4.191 | 2.39% | 3.80% |
+| Piper · Ryan Low | 63.1 MB | 4.289 | 2.81% | 5.51% |
+| Piper · Danny Low | 63.1 MB | 4.195 | 2.62% | 5.60% |
+| Supertonic 3 · M2 · 3-step | 398.1 MB | 2.471 | 3.03% | 6.04% |
+| Supertonic 3 · M2 · 8-step | 398.1 MB | 4.295 | 2.05% | 3.56% |
+
+Inflect-Micro-v2 measured **4.395 UTMOS22** on the matched quality set (95% bootstrap CI 4.381–4.408). On the separately frozen Modern400 intelligibility set it measured **2.52% semantic WER** with Qwen3-ASR (95% CI 1.88–3.24) and **5.45%** with Nemotron 3.5 ASR (95% CI 4.50–6.50). UTMOS22 is an automated quality predictor, not human MOS; WER measures transcript recoverability, not naturalness.
+
+The earlier Whisper-based Supertonic result was rejected after direct inspection showed insertion-heavy ASR hallucination and a mislabeled voice configuration. The corrected run uses Supertonic 1.3.1, official voice `M2`, clean generations, and two current ASR systems. Supertonic 8-step scores **2.05% / 3.56%**; 3-step scores **3.03% / 6.04%**. The two ASRs are shown separately and are never averaged into a headline score.
 
 <details>
 <summary><strong>Protocol and raw evidence</strong></summary>
 
-- 500 identical unseen English prompts per system; 4,000 generated clips total.
-- The set combines a 200-prompt stress corpus with 300 deterministic CMU Arctic phonetic-balance sentences.
-- Exact-text exclusion was run against 87,362 training transcripts.
-- Headline semantic WER uses Whisper-large-v3 and the disclosed English normalizer; wav2vec2 LV-60K is included as an independent ASR-sensitivity check.
-- UTMOS22 uses `tarepan/SpeechMOS` v1.2.0.
-- Headline intervals use 10,000 bootstrap samples.
-- Kitten and Piper voices are reported separately; equal-weight family averages are in `evaluation/final/evidence-summary.json`.
-- Supertonic 3-step and 8-step are never pooled.
-- Per-clip outputs, category breakdowns, runtime rows, and signal diagnostics are under `evaluation/final/`.
+- 400 identical unseen English prompts per system; 3,200 generated clips total.
+- The frozen set combines 200 fixed modern/stress prompts with 200 deterministic Google FLEURS `en_us` test prompts.
+- Exact-text exclusion was run against 87,362 training transcripts.
+- Semantic WER is reported independently for `Qwen/Qwen3-ASR-1.7B` and `nvidia/nemotron-3.5-asr-streaming-0.6b` with the same disclosed English normalizer.
+- UTMOS22 uses `tarepan/SpeechMOS` v1.2.0.
+- Headline intervals use 10,000 bootstrap samples.
+- Kitten and Piper voices are reported separately; Supertonic 3-step and 8-step are never pooled.
+- The Modern400 corpus hash is `b7504ce2dce44a2da82770a6a5dfd2a034fe17e2113980f8a69663ade417a34c`.
+- Prompts, summary data, and compressed row-level ASR reports are under `evaluation/final/modern400/`.
 
 </details>
 

evaluation/final/modern400/combined_manifest_validation.json

@@ -0,0 +1,33 @@
+{
+  "format": "inflect_tts_matched_manifest_validation_v1",
+  "systems": {
+    "inflect-micro-v2": 400,
+    "inflect-nano-v2": 400,
+    "kitten-nano-bruno": 400,
+    "kitten-nano-hugo": 400,
+    "piper-danny-low": 400,
+    "piper-ryan-low": 400,
+    "supertonic3-m2-3step": 400,
+    "supertonic3-m2-8step": 400
+  },
+  "total_rows": 3200,
+  "unique_prompts": 400,
+  "categories": {
+    "conversational": 25,
+    "descriptive": 16,
+    "emotional": 24,
+    "external_heldout": 200,
+    "homographs": 6,
+    "long": 15,
+    "long_range": 6,
+    "names_places": 6,
+    "narrative": 24,
+    "numbers": 6,
+    "punctuation": 6,
+    "question": 15,
+    "rare_words": 6,
+    "short": 24,
+    "technical": 21
+  },
+  "valid": true
+}

evaluation/final/modern400/modern400_asr_reports_20260722.tar.gz

@@ -0,0 +1,3 @@
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+size 785884

evaluation/final/modern400/prompt_report.json

@@ -0,0 +1,38 @@
+{
+  "format": "inflect_v2_modern400_prompts_v1",
+  "count": 400,
+  "sha256": "b7504ce2dce44a2da82770a6a5dfd2a034fe17e2113980f8a69663ade417a34c",
+  "selection_salt": "inflect-v2-modern400-v1",
+  "base_prompt_count": 200,
+  "external_prompt_count": 200,
+  "sources": {
+    "google_fleurs_en_us_test": 200,
+    "ood_stress": 46,
+    "voxcpm_unrelated": 154
+  },
+  "categories": {
+    "conversational": 25,
+    "descriptive": 16,
+    "emotional": 24,
+    "external_heldout": 200,
+    "homographs": 6,
+    "long": 15,
+    "long_range": 6,
+    "names_places": 6,
+    "narrative": 24,
+    "numbers": 6,
+    "punctuation": 6,
+    "question": 15,
+    "rare_words": 6,
+    "short": 24,
+    "technical": 21
+  },
+  "training_exclusion_count": 87362,
+  "rejected_duplicate": 281,
+  "rejected_exact_training_match": 0,
+  "word_count": {
+    "minimum": 1,
+    "maximum": 35,
+    "mean": 16.98
+  }
+}

evaluation/final/modern400/prompts.jsonl

@@ -0,0 +1,400 @@
+{"id": "modern400_0001", "category": "conversational", "text": "It wasn't until later that I realized what had actually happened.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0002", "category": "descriptive", "text": "The light at that time of afternoon is perfect for about twenty minutes.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0003", "category": "emotional", "text": "That was the scariest thing I've ever done, and also maybe the best.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0004", "category": "homographs", "text": "After I record the record, please present the present to the bass player.", "source": "ood_stress"}
+{"id": "modern400_0005", "category": "long", "text": "If I'm being completely honest, I had no idea what I was doing for most of it, and I think that might be the most normal thing about the whole experience.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0006", "category": "long_range", "text": "The committee postponed its decision after discovering that three pages of the report had been printed in the wrong order.", "source": "ood_stress"}
+{"id": "modern400_0007", "category": "names_places", "text": "Gwendolyn photographed the eucalyptus trees outside Ljubljana.", "source": "ood_stress"}
+{"id": "modern400_0008", "category": "narrative", "text": "He had this theory, and the more time passes, the more I think he was right.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0009", "category": "numbers", "text": "The package weighs twelve point six kilograms and arrived on July twenty-first.", "source": "ood_stress"}
+{"id": "modern400_0010", "category": "punctuation", "text": "First, close the window; second, turn off the lamp; finally, lock the door.", "source": "ood_stress"}
+{"id": "modern400_0011", "category": "question", "text": "When did you first realize something was wrong?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0012", "category": "rare_words", "text": "The archaeologist catalogued a Byzantine reliquary and several anachronistic fragments.", "source": "ood_stress"}
+{"id": "modern400_0013", "category": "short", "text": "I have no idea.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0014", "category": "technical", "text": "The system runs on three core components that all have to stay in sync.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0015", "category": "conversational", "text": "We improvised the entire second half and somehow nobody noticed.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0016", "category": "descriptive", "text": "There's a smell in old buildings that's impossible to describe but immediately familiar.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0017", "category": "emotional", "text": "I specifically asked for one thing. One thing. And it still didn't happen.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0018", "category": "homographs", "text": "They refuse to place the refuse beside the produce aisle.", "source": "ood_stress"}
+{"id": "modern400_0019", "category": "long", "text": "There were days last year when I genuinely didn't know how I was going to get through it, and somehow I did, and I still don't fully understand how.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0020", "category": "long_range", "text": "Before announcing the winner, the judge thanked the volunteers who had worked through the storm to repair the damaged stage.", "source": "ood_stress"}
+{"id": "modern400_0021", "category": "names_places", "text": "Professor Nguyen mailed the fluorescent poster to Reykjavik on Thursday.", "source": "ood_stress"}
+{"id": "modern400_0022", "category": "narrative", "text": "The plan was simple. The execution was anything but.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0023", "category": "numbers", "text": "Her score improved from eighty-two percent to ninety-seven percent in two weeks.", "source": "ood_stress"}
+{"id": "modern400_0024", "category": "punctuation", "text": "Why would anyone pack spoons, batteries, and a violin for one short trip?", "source": "ood_stress"}
+{"id": "modern400_0025", "category": "question", "text": "How long have you been sitting on this?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0026", "category": "rare_words", "text": "A mischievous chameleon rested beside the chrysanthemum and the bougainvillea.", "source": "ood_stress"}
+{"id": "modern400_0027", "category": "short", "text": "We don't talk about that.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0028", "category": "technical", "text": "Hash the UTF eight payload with S H A two fifty-six before opening the checkpoint.", "source": "ood_stress"}
+{"id": "modern400_0029", "category": "conversational", "text": "I thought I had it all figured out, and then this happened.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0030", "category": "descriptive", "text": "The kind of quiet you only get at three in the morning in a city.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0031", "category": "emotional", "text": "The joy of it was almost overwhelming, like too much good all at once.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0032", "category": "homographs", "text": "Please close the door while I stand close to the microphone.", "source": "ood_stress"}
+{"id": "modern400_0033", "category": "long", "text": "I think the most underrated skill in the world is knowing when to stop explaining yourself and just let people draw their own conclusions.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0034", "category": "long_range", "text": "When the final bus disappeared around the corner, Nadia remembered that her umbrella, notebook, and lunch were still inside the quiet office.", "source": "ood_stress"}
+{"id": "modern400_0035", "category": "names_places", "text": "Aurelia and Joaquin crossed the Schuylkill River before noon.", "source": "ood_stress"}
+{"id": "modern400_0036", "category": "narrative", "text": "The village had a name, but nobody used it. Everyone just called it home.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0037", "category": "numbers", "text": "Increase the gain by three decibels, wait five seconds, then reduce it by one.", "source": "ood_stress"}
+{"id": "modern400_0038", "category": "punctuation", "text": "The result was unexpected: clear, stable, and surprisingly natural.", "source": "ood_stress"}
+{"id": "modern400_0039", "category": "question", "text": "Who told you that was the right way to do it?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0040", "category": "rare_words", "text": "The meticulous cartographer examined an iridescent archipelago through binoculars.", "source": "ood_stress"}
+{"id": "modern400_0041", "category": "short", "text": "I mean. Yeah. Kind of.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0042", "category": "technical", "text": "The logs are your best friend when something behaves unexpectedly.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0043", "category": "conversational", "text": "He kept talking and I kept nodding and neither of us was listening.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0044", "category": "descriptive", "text": "It's one of those places where everyone seems to know each other already.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0045", "category": "emotional", "text": "He said he was proud of me and nobody had ever said that to me before.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0046", "category": "homographs", "text": "The minute detail took a minute to explain clearly.", "source": "ood_stress"}
+{"id": "modern400_0047", "category": "long", "text": "The strange thing about really wanting something is that getting it never quite feels the way you imagined it would, and not getting it never quite feels as bad.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0048", "category": "long_range", "text": "Even though the recipe looked simple at first, preparing the sauce required patience, careful timing, and a much larger pan.", "source": "ood_stress"}
+{"id": "modern400_0049", "category": "names_places", "text": "Xiomara met Siobhan near the old library in Worcestershire.", "source": "ood_stress"}
+{"id": "modern400_0050", "category": "narrative", "text": "She walked into the room and everyone went quiet, not because she was loud, but because she wasn't.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0051", "category": "numbers", "text": "At exactly seven forty-five, Morgan placed eighteen dollars and fifty cents beside the notebook.", "source": "ood_stress"}
+{"id": "modern400_0052", "category": "punctuation", "text": "Does punctuation work? Yes: commas, semicolons, and periods should create sensible boundaries.", "source": "ood_stress"}
+{"id": "modern400_0053", "category": "question", "text": "Have you ever just stopped and thought about how strange all of this is?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0054", "category": "rare_words", "text": "Her idiosyncratic explanation sounded plausible but remained fundamentally ambiguous.", "source": "ood_stress"}
+{"id": "modern400_0055", "category": "short", "text": "That tracks.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0056", "category": "technical", "text": "The key thing to remember is that order matters here more than you'd think.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0057", "category": "conversational", "text": "I would not say that again in this room if I were you.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0058", "category": "descriptive", "text": "The room was filled with the quiet that means something is about to change.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0059", "category": "emotional", "text": "I didn't expect to feel that way about it, but I did.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0060", "category": "homographs", "text": "I object to the strange object that was left near the entrance.", "source": "ood_stress"}
+{"id": "modern400_0061", "category": "long", "text": "I've learned more from the things that went wrong than from the things that worked, which is a frustrating way to have to learn things but apparently the only way that stuck.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0062", "category": "long_range", "text": "Because every nearby hotel was full, the exhausted hikers followed the narrow road until they found a farmhouse with one empty room.", "source": "ood_stress"}
+{"id": "modern400_0063", "category": "names_places", "text": "The itinerary sends Beatrice from Albuquerque to Des Moines and then to Boise.", "source": "ood_stress"}
+{"id": "modern400_0064", "category": "narrative", "text": "We had been driving for six hours when we finally saw the sign for the town.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0065", "category": "numbers", "text": "Call extension zero four nine after eight thirty in the morning.", "source": "ood_stress"}
+{"id": "modern400_0066", "category": "punctuation", "text": "Stop - listen carefully - then answer the question without guessing.", "source": "ood_stress"}
+{"id": "modern400_0067", "category": "question", "text": "Does it matter at this point, honestly?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0068", "category": "rare_words", "text": "An entrepreneurial meteorologist described the unprecedented atmospheric phenomenon.", "source": "ood_stress"}
+{"id": "modern400_0069", "category": "short", "text": "That's not what I expected.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0070", "category": "technical", "text": "There's a known issue with that version that causes failures under load.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0071", "category": "conversational", "text": "Don't look now but I think that's him over there.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0072", "category": "descriptive", "text": "The city at night looks completely different from how it feels during the day.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0073", "category": "emotional", "text": "It's the kind of happy that makes you nervous because you know it can't last.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0074", "category": "homographs", "text": "The dove dove beneath the branch while the wind began to wind the loose cable.", "source": "ood_stress"}
+{"id": "modern400_0075", "category": "long", "text": "I've thought a lot about what I would do differently if I could go back, and the honest answer is probably not as much as I'd like to think.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0076", "category": "long_range", "text": "Although the weather changed without warning, the musicians finished packing before anyone opened the enormous glass door.", "source": "ood_stress"}
+{"id": "modern400_0077", "category": "names_places", "text": "Saskatchewan looked unusually bright beneath the pale February sunrise.", "source": "ood_stress"}
+{"id": "modern400_0078", "category": "narrative", "text": "She handled it with a grace I genuinely did not expect.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0079", "category": "numbers", "text": "Apartment four hundred seven is across from room twenty-nine on the third floor.", "source": "ood_stress"}
+{"id": "modern400_0080", "category": "punctuation", "text": "\"Not yet,\" Rowan whispered. \"Give me another minute... please.\"", "source": "ood_stress"}
+{"id": "modern400_0081", "category": "question", "text": "What are we actually trying to accomplish here?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0082", "category": "rare_words", "text": "The physician recommended a noninvasive procedure for the recurring neurological symptoms.", "source": "ood_stress"}
+{"id": "modern400_0083", "category": "short", "text": "Are you serious right now?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0084", "category": "technical", "text": "The performance improvement is real, but it comes with tradeoffs.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0085", "category": "conversational", "text": "I don't know. It's just been one of those weeks, you know?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0086", "category": "descriptive", "text": "The moment you stop expecting perfection, things get a lot more interesting.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0087", "category": "emotional", "text": "It's the kind of thing that stays with you even years later.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0088", "category": "long", "text": "She told me once that the most important skill she'd developed was learning to disagree with someone without making them feel they were wrong.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0089", "category": "narrative", "text": "He stood at the edge of the cliff and wondered, not for the first time, how he'd gotten here.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0090", "category": "question", "text": "Why does asking for help feel so hard when you actually need it?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0091", "category": "short", "text": "That's fair.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0092", "category": "technical", "text": "If you run into that error, the fix is usually just restarting the service.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0093", "category": "conversational", "text": "It was a disaster in the best possible way.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0094", "category": "descriptive", "text": "It had the look of a place that used to mean something to someone.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0095", "category": "emotional", "text": "There's this feeling you get when something finally works after weeks of failure.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0096", "category": "long", "text": "He had a theory that most arguments aren't actually about what they seem to be about, and the longer I live the more I think he was onto something.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0097", "category": "narrative", "text": "The thing nobody tells you about starting over is how ordinary most of it feels.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0098", "category": "question", "text": "What exactly are we waiting for at this point?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0099", "category": "short", "text": "I stand by what I said.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0100", "category": "technical", "text": "Double-check that value before you push anything to production.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0101", "category": "conversational", "text": "I understand your point; I just do not agree with the conclusion.", "source": "ood_stress"}
+{"id": "modern400_0102", "category": "descriptive", "text": "The sky that day was a strange shade of orange I'd never seen before.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0103", "category": "emotional", "text": "It hurt more than I expected, and I thought I was prepared.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0104", "category": "long", "text": "The hardest part wasn't making the decision, it was sitting with the uncertainty of not knowing whether it was the right one for months afterward.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0105", "category": "narrative", "text": "There was this one day last summer when everything just clicked into place.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0106", "category": "question", "text": "Have you ever thought about why we keep doing things the same way when they stop working?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0107", "category": "short", "text": "I can't believe you just said that.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0108", "category": "technical", "text": "You'll want to isolate that variable before drawing any conclusions.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0109", "category": "conversational", "text": "The meeting that could have been an email lasted two hours.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0110", "category": "descriptive", "text": "There's a specific kind of tired that sleep doesn't fix.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0111", "category": "emotional", "text": "Something about that moment broke something open in me that I hadn't realized was closed.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0112", "category": "long", "text": "The thing about making something good is that you don't usually know it's good while you're making it. You just know you're not done yet.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0113", "category": "narrative", "text": "She opened the door slowly, as if she expected to find something she wasn't ready for.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0114", "category": "question", "text": "What would you do differently if you could go back?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0115", "category": "short", "text": "Okay. Okay okay okay.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0116", "category": "technical", "text": "The latency goes up significantly at scale, which is expected.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0117", "category": "conversational", "text": "We ended up staying until two in the morning talking about nothing.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0118", "category": "descriptive", "text": "The rain started slowly, and then all at once, the way it usually does.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0119", "category": "emotional", "text": "I honestly did not think I was going to make it through that year.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0120", "category": "long", "text": "There's an assumption that people who seem confident all the time actually feel confident, and in my experience that's almost never true.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0121", "category": "narrative", "text": "The moment I opened the door I knew something was different, even if I couldn't say what.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0122", "category": "question", "text": "How do you explain something that doesn't make sense even to you?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0123", "category": "short", "text": "Hold on a second.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0124", "category": "technical", "text": "A deterministic split prevents duplicate normalized text from leaking into evaluation.", "source": "ood_stress"}
+{"id": "modern400_0125", "category": "conversational", "text": "Honestly, that was much better than I expected, but the ending still felt rushed.", "source": "ood_stress"}
+{"id": "modern400_0126", "category": "descriptive", "text": "She had a habit of tilting her head slightly when thinking hard about something.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0127", "category": "emotional", "text": "I cannot stress enough how much I did not want to be right about this.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0128", "category": "long", "text": "I used to think the goal was to get to a point where nothing was hard anymore, and now I think that point doesn't exist and I'm not sure I'd want it to.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0129", "category": "narrative", "text": "So this is the part of the story where everything goes completely sideways.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0130", "category": "question", "text": "Is there a version of this where it actually works out okay?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0131", "category": "short", "text": "Oh no. Oh no no no.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0132", "category": "technical", "text": "Always test on a copy before modifying the original.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0133", "category": "conversational", "text": "I wasn't even supposed to be there. That's the wild part.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0134", "category": "descriptive", "text": "It's a small town. Not the kind you leave. The kind you leave and come back to.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0135", "category": "emotional", "text": "She cried. I cried. We all just sort of stood there crying.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0136", "category": "long", "text": "There's a version of being busy that's actually just a very elaborate way of avoiding the one thing you know you should be doing.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0137", "category": "narrative", "text": "The letter arrived on a Tuesday, which felt appropriate somehow.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0138", "category": "question", "text": "What exactly did she say when you told her?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0139", "category": "short", "text": "No way. Absolutely not.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0140", "category": "technical", "text": "The first thing you want to do is make sure everything is backed up.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0141", "category": "conversational", "text": "I have the most insane idea and you need to just hear me out.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0142", "category": "descriptive", "text": "There's a coffee shop on the corner that's been there longer than anyone can remember.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0143", "category": "emotional", "text": "I kept it together until I got to the car, and then I completely fell apart.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0144", "category": "long", "text": "The older I get, the more I think that most of what we call wisdom is just pattern recognition built from having been wrong enough times to start noticing.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0145", "category": "narrative", "text": "I remember the exact moment I realized I had made a huge mistake.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0146", "category": "question", "text": "Do you think it would have gone differently if we'd left earlier?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0147", "category": "short", "text": "You have to be kidding me.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0148", "category": "technical", "text": "If the checksum fails, restart the worker process without deleting the cached tensors.", "source": "ood_stress"}
+{"id": "modern400_0149", "category": "conversational", "text": "I need you to understand how close that was to not working.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0150", "category": "descriptive", "text": "It was the sort of morning where the whole world looks rinsed clean.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0151", "category": "emotional", "text": "She started laughing and I started laughing and we couldn't stop for a full minute.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0152", "category": "long", "text": "We spent three years building something we were genuinely proud of, and then the market shifted and none of it mattered the way we thought it would.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0153", "category": "narrative", "text": "And somehow, despite all of that, it actually turned out okay.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0154", "category": "question", "text": "Is that something you actually want, or something you think you should want?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0155", "category": "short", "text": "This is fine.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0156", "category": "technical", "text": "The tricky part isn't the setup, it's making sure all dependencies line up.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0157", "category": "conversational", "text": "He called it a minor setback. I called it a disaster.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0158", "category": "descriptive", "text": "The whole place smelled like pine and old wood and cold air.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0159", "category": "emotional", "text": "I've never been so relieved in my entire life.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0160", "category": "narrative", "text": "I wrote it all down that night so I wouldn't forget, and I still haven't looked at it.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0161", "category": "short", "text": "That's kind of wild actually.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0162", "category": "technical", "text": "Version pinning will save you a lot of pain later down the line.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0163", "category": "conversational", "text": "At some point you just have to commit and see what happens.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0164", "category": "emotional", "text": "Nobody told me it was going to be this hard, and honestly, I'm grateful.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0165", "category": "narrative", "text": "Chapter seven. In which everything that could go wrong did, and a few things that couldn't.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0166", "category": "short", "text": "Wait, what?", "source": "voxcpm_unrelated"}
+{"id": "modern400_0167", "category": "technical", "text": "The graphics processor remained idle because the data loader exhausted every central processing core.", "source": "ood_stress"}
+{"id": "modern400_0168", "category": "conversational", "text": "Could you speak a little more slowly? I am trying to write every detail down.", "source": "ood_stress"}
+{"id": "modern400_0169", "category": "emotional", "text": "I was so excited I could barely form a complete sentence.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0170", "category": "narrative", "text": "He looked at me like I had said something in a language he didn't speak.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0171", "category": "short", "text": "That's actually hilarious.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0172", "category": "technical", "text": "The encoder maps phonemes, stress, and phrase boundaries into a shared hidden representation.", "source": "ood_stress"}
+{"id": "modern400_0173", "category": "conversational", "text": "She showed up three hours late and acted like nothing had happened.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0174", "category": "emotional", "text": "Oh my god. This is the best thing I've ever tasted.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0175", "category": "narrative", "text": "The note was short, which was somehow more frightening than a long one would have been.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0176", "category": "short", "text": "Noted.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0177", "category": "technical", "text": "It's a simple process once you understand the underlying structure.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0178", "category": "conversational", "text": "You have to hear this story because it's almost too good to be true.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0179", "category": "emotional", "text": "I have never felt more seen in my entire life than in that moment.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0180", "category": "narrative", "text": "She knew. She had always known. She just waited for the right moment.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0181", "category": "short", "text": "Yeah, no. Hard pass.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0182", "category": "technical", "text": "Please verify the sample rate, hop length, and mel filter configuration before inference.", "source": "ood_stress"}
+{"id": "modern400_0183", "category": "conversational", "text": "That's the worst idea I've ever heard and I'm completely in.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0184", "category": "emotional", "text": "I remember thinking: this is it. This is the thing I've been waiting for.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0185", "category": "narrative", "text": "We never talked about it again, which I think was the right call.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0186", "category": "short", "text": "In hindsight, obvious.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0187", "category": "technical", "text": "Once it's configured correctly, it basically runs itself.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0188", "category": "conversational", "text": "You got engaged? When? How? Tell me everything right now.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0189", "category": "emotional", "text": "It's hard to explain how much that moment meant to me.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0190", "category": "narrative", "text": "He told the story three different times that night and somehow it got better each time.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0191", "category": "short", "text": "Right. Moving on.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0192", "category": "conversational", "text": "No, I did not move your keys; check beside the small ceramic bowl.", "source": "ood_stress"}
+{"id": "modern400_0193", "category": "emotional", "text": "I was devastated. I'm not going to pretend otherwise.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0194", "category": "narrative", "text": "That was the last summer before everything changed, though we didn't know it yet.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0195", "category": "short", "text": "Bold of you to assume.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0196", "category": "conversational", "text": "It's one of those decisions that makes total sense in the moment.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0197", "category": "emotional", "text": "I was furious. Not the loud kind. The quiet kind that lasts for days.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0198", "category": "narrative", "text": "That's the part of the story I usually leave out.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0199", "category": "short", "text": "I've said too much.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0200", "category": "conversational", "text": "I've been faking that I understood this the entire time.", "source": "voxcpm_unrelated"}
+{"id": "modern400_0201", "category": "external_heldout", "text": "The number of people present was so large that it was not possible for everybody to gain access to the funeral in St. Peter's Square.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0202", "category": "external_heldout", "text": "The lower the tension, the more positive the life force present. Every person has the potential to find absolute peace and contentment.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0203", "category": "external_heldout", "text": "The pyramid sound and light show is one of the most interesting things in the area for kids.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0204", "category": "external_heldout", "text": "The term safari in popular use refers to overland travel to view the stunning African wildlife, particularly on savanna.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0205", "category": "external_heldout", "text": "Ancient China had a unique way of showing different time periods; each stage of China or each family that was in power was a distinctive dynasty.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0206", "category": "external_heldout", "text": "As light pollution in their heyday was not the kind of problem it is today, they are usually located in cities or at campuses, easier to reach than those built in modern times.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0207", "category": "external_heldout", "text": "Some atoms have unstable nuclei which means that they tend to break apart with little or no nudging.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0208", "category": "external_heldout", "text": "Built by the Egyptians in the third century BCE, the Great Pyramid is one of many large pyramid structures built to honor dead Pharaoh.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0209", "category": "external_heldout", "text": "MS is a disease that affects the central nervous system, which is made up of the brain, the spinal cord and the optic nerve.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0210", "category": "external_heldout", "text": "It also attacked anything that entered the water; even a giant dinosaur such as T. rex would be no match for it.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0211", "category": "external_heldout", "text": "At the other end of the spectrum, one morphs into an unrecognizable individual that feels he or she must change everything the team has been doing and make it their own.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0212", "category": "external_heldout", "text": "The same month saw another airliner overrun a runway at Mashhad and strike a wall, killing seventeen.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0213", "category": "external_heldout", "text": "A search of the Internet for 'Hostile environment course' will probably provide the address of a local company.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0214", "category": "external_heldout", "text": "In 2002 Goma was destroyed by lava from the Nyiragongo volcano which buried most of the town\u2019s streets, particularly the town centre.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0215", "category": "external_heldout", "text": "For the Springboks, it ended a five-match losing streak.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0216", "category": "external_heldout", "text": "As with all South African National Parks, there are daily conservation and entry fees for the park.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0217", "category": "external_heldout", "text": "Travellers are strongly advised to be aware of any risk of severe weather affecting their area as they may affect any travel plans.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0218", "category": "external_heldout", "text": "Barcelona's official languages are Catalan and Spanish. About a half prefer to speak Catalan, a vast majority understands it, and virtually everyone knows Spanish.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0219", "category": "external_heldout", "text": "Lakkha Singh presented the chhappan bhog bhajan as well. Singer, Raju Khandelwal was accompanying him.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0220", "category": "external_heldout", "text": "The word civilization comes from the Latin civilis, meaning civil, related to the Latin civis, meaning citizen, and civitas, meaning city or city-state, and that also somehow defines the size of the society.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0221", "category": "external_heldout", "text": "Unfortunately, studying traffic flow is difficult because driver behavior cannot be predicted with one-hundred percent certainty.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0222", "category": "external_heldout", "text": "But being placed in the \"high tropics\" just a few degrees north of equator you will need to deal with both heat (always) and strong sun (when the sky is clear, more rarely).", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0223", "category": "external_heldout", "text": "People have known about basic chemical elements such as gold, silver, and copper from antiquity, as these can all be discovered in nature in native form and are relatively simple to mine with primitive tools.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0224", "category": "external_heldout", "text": "Severe weather is the generic term for any dangerous weather phenomenon with the potential to cause damage, serious social disruption, or loss of human life.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0225", "category": "external_heldout", "text": "In its early days, the show was featured solely at the long-running internet radio site TogiNet Radio, a site focused on talk radio.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0226", "category": "external_heldout", "text": "The satellite was sent into space by a rocket. Scientists use telescopes in space because the Earth\u2019s atmosphere distorts some of our light and view.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0227", "category": "external_heldout", "text": "This is the place the British colonisers took as their own and so if you are looking for evidence of the territory's colonial past, this is a good place to start.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0228", "category": "external_heldout", "text": "As knowledge of Greek declined, the West found itself cut off from its Greek philosophical and scientific roots.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0229", "category": "external_heldout", "text": "Last week, METI announced that Apple had informed it of 34 additional overheating incidents, which the company called \"non-serious.\"", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0230", "category": "external_heldout", "text": "These couples may choose to make an adoption plan for their baby.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0231", "category": "external_heldout", "text": "It is thinner under the maria and thicker under the highlands.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0232", "category": "external_heldout", "text": "Blogs can also help improve student writing. While students often begin their blog experience with sloppy grammar and spelling, the presence of an audience generally changes that.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0233", "category": "external_heldout", "text": "As a result, the performers smoke cannabis joints on stage, and the theatre itself is encouraging the audience to join in.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0234", "category": "external_heldout", "text": "Crossties were introduced fairly early to hold the tracks in place. Gradually, however, it was realised that tracks would be more efficient if they had a stip of iron on the top.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0235", "category": "external_heldout", "text": "Vatican City's population is around 800. It is the smallest independent country in the world and the country with the lowest population.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0236", "category": "external_heldout", "text": "Also to the north visit the great Sanctuary of Our Lady of Fatima (Shrine), a place of worldwide famous Marian apparitions.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0237", "category": "external_heldout", "text": "We agree with the USOC's statement that the interests of our athletes and clubs, and their sport, may be better served by moving forward with meaningful change within our organization, rather than decertification.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0238", "category": "external_heldout", "text": "High winds, hail, excessive precipitation, and wildfires are forms and effects of severe weather, as are thunderstorms, tornadoes, waterspouts, and cyclones.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0239", "category": "external_heldout", "text": "During this period of European history, the Catholic Church, which had become rich and powerful, came under scrutiny.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0240", "category": "external_heldout", "text": "The pH level is indicated by the amount of Hydrogen (the H in pH) ions in the tested chemical.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0241", "category": "external_heldout", "text": "Traffic Flow is the study of the movement of individual drivers and vehicles between two points and the interactions they make with one another.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0242", "category": "external_heldout", "text": "The Report is highly critical of almost every aspect of the present policy of the Executive towards Iraq and it urges an immediate change of direction.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0243", "category": "external_heldout", "text": "The central authority of the church had been in Rome for over a thousand years and this concentration of power and money led many to question whether this tenet was being met.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0244", "category": "external_heldout", "text": "Be careful not to allow fabric to become too hot (which can cause shrinkage, or in extreme cases, scorch).", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0245", "category": "external_heldout", "text": "According to Japan's nuclear agency, radioactive caesium and iodine has been identified at the plant.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0246", "category": "external_heldout", "text": "Goats seem to have been first domesticated roughly 10,000 years ago in the Zagros Mountains of Iran.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0247", "category": "external_heldout", "text": "Danielle Lantagne, a UN expert on the disease, stated the outbreak was likely caused by the peacekeepers.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0248", "category": "external_heldout", "text": "Since 1966 the Sundarbans have been a wildlife sanctuary, and it is estimated that there are now 400 Royal Bengal tigers and about 30,000 spotted deer in the area.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0249", "category": "external_heldout", "text": "Cocham\u00f3 Valley - Chile's premier climbing destination, known as the Yosemite of South America, with a variety of granite big walls and crags.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0250", "category": "external_heldout", "text": "The smaller the Rossby number, the less active the star with respect to magnetic reversals.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0251", "category": "external_heldout", "text": "The Northern Marianas emergency management office said that there were no damages reported in the nation.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0252", "category": "external_heldout", "text": "Also after the Revolution occupations were open to all male applicants allowing the most ambitious and successful to succeed.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0253", "category": "external_heldout", "text": "The debate was sparked by controversy over spending on relief and reconstruction in the wake Hurricane Katrina; which some fiscal conservatives have humorously labeled \"Bush's New Orleans Deal.\"", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0254", "category": "external_heldout", "text": "This is not going to be goodbye. This is the closing of one chapter and the opening of a new one.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0255", "category": "external_heldout", "text": "The bridge is scheduled to be fully operational in September 2017, when the Brazilian customs checkpoints are expected to be finished.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0256", "category": "external_heldout", "text": "Its long jaws were studded with more than 70 razor-sharp teeth, along with an extra set in the roof of its mouth, meaning that there was no escape for anything that crossed its path.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0257", "category": "external_heldout", "text": "Usually you always here the sound of tourists and vendors. The story of the sound and light is just like a story book.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0258", "category": "external_heldout", "text": "Ancient cultures and tribes began to keep them for easy access to milk, hair, meat, and skins.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0259", "category": "external_heldout", "text": "Middle order batsmen, Sachin Tendulkar and Rahul Dravid, performed well and made a hundred-run partnership.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0260", "category": "external_heldout", "text": "USA Gymnastics supports the United States Olympic Committee's letter and accepts the absolute need of the Olympic family to promote a safe environment for all of our athletes.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0261", "category": "external_heldout", "text": "To the north and within easy reach is the romantic and fascinating town of Sintra and which was made famous to foreigners after a glowing account of its splendours recorded by Lord Byron.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0262", "category": "external_heldout", "text": "All things considered, we should not be surprised if our own ancestors solved their \"protein problem\" in somewhat the same way that chimps on the savanna do today.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0263", "category": "external_heldout", "text": "The moisture on your hands will react with the outer layers, which will feel funny and form a sort of shell.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0264", "category": "external_heldout", "text": "Many people don't think about them as dinosaurs because they have feathers and can fly.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0265", "category": "external_heldout", "text": "Four skiers in the women's sitting group failed to finish their runs, and 45 of the 117 total skiers in the Giant Slalom failed to rank in the race.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0266", "category": "external_heldout", "text": "Between 10:00-11:00 pm MDT, a fire was started by the inmates in the yard.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0267", "category": "external_heldout", "text": "Plants look their best when in a natural environment, so resist the temptation to remove even \"just one\" specimen.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0268", "category": "external_heldout", "text": "Scotturb Bus 403 travels regularly to Sintra, stopping at Cabo da Roca.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0269", "category": "external_heldout", "text": "The Sundarbans has been declared a UNESCO World Heritage Site. The part of the forest within Indian territory is called Sundarbans National Park.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0270", "category": "external_heldout", "text": "Their disciplined defence, ball handling skills and excellent team work made them stand out and it was clear that this was the team to beat.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0271", "category": "external_heldout", "text": "In many other cities of Italy and in the rest of the world, particularly in Poland, similar setups were made, which were viewed by a great number of people.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0272", "category": "external_heldout", "text": "On 15 August 1940, the Allies invaded southern France, the invasion was called \"Operation Dragoon\".", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0273", "category": "external_heldout", "text": "By 1976, thirty percent of Machu Picchu had been restored and restoration continues till today.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0274", "category": "external_heldout", "text": "First, most riders wear riding boots with a heel and a smooth, quite narrow, sole.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0275", "category": "external_heldout", "text": "The 802.11n standard operates on both the 2.4Ghz and 5.0Ghz frequencies.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0276", "category": "external_heldout", "text": "Be firm in turning down men, and don't be afraid to stand your ground (cultural differences or not, it doesn't make it ok!).", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0277", "category": "external_heldout", "text": "The city is in stark contrast to the rest of the country's cities, because it has more of an Arabic flair than of an African.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0278", "category": "external_heldout", "text": "Ironing damp clothes can help them dry. Many hotels have an iron and ironing board available for loan, even if one is not present in the room.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0279", "category": "external_heldout", "text": "Remember that even though music on the main stages may have finished, there may be sections of the festival that will keep playing music until late into the night.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0280", "category": "external_heldout", "text": "Think of the skiing route as of a similar hiking route.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0281", "category": "external_heldout", "text": "It may also be beneficial for one to buy a Wild Card, which provides entry to either selections of parks in South Africa or all of the South African National Parks.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0282", "category": "external_heldout", "text": "With Kundalini Yoga the Kundalini energy (enlightenment energy) is awakened through yoga postures, breathing exercises, mantras and visualizations.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0283", "category": "external_heldout", "text": "Soon after the outbreak of hostilities, Britain initiated a naval blockade of Germany.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0284", "category": "external_heldout", "text": "Do not deface the site by marking or scratching graffiti into structures.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0285", "category": "external_heldout", "text": "No tsunami warning has been issued, and according to the Jakarta geophysics agency, no tsunami warning will be issued because the quake did not meet the magnitude 6.5 requirement.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0286", "category": "external_heldout", "text": "Virtual Scaffolds are internalized in the software and are meant to question, prompt, and explain procedures that may have been to challenging for the student to handle alone.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0287", "category": "external_heldout", "text": "This is an important way to distinguish between some verbs and objects.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0288", "category": "external_heldout", "text": "Twentieth century research has shown that there are two pools of genetic variation: hidden and expressed.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0289", "category": "external_heldout", "text": "Elements like calcium and potassium are considered metals. Of course, there are also metals like silver and gold.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0290", "category": "external_heldout", "text": "A well rounded athlete, the tiger can climb (though not well), swim, leap great distances and pull with five times the force of a strong human.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0291", "category": "external_heldout", "text": "There may be more maria on the near side because the crust is thinner. It was easier for lava to rise up to the surface.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0292", "category": "external_heldout", "text": "This sediment was necessary for creating sandbars and beaches, which served as wildlife habitats.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0293", "category": "external_heldout", "text": "Professor Pamela Ferguson of the University of Dundee notes \"journalists do seem to be walking a dangerous line if publishing photos etc of suspects.\"", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0294", "category": "external_heldout", "text": "Needless to say, if you know a Romance language, it will be easier for you to learn Portuguese.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0295", "category": "external_heldout", "text": "The strategy proved effective, cutting off vital military and civilian supplies, although this blockade violated generally accepted international law codified by several international agreements of the past two centuries.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0296", "category": "external_heldout", "text": "Using ships to transport goods is by far the most efficient way to move large amounts of people and goods across oceans.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0297", "category": "external_heldout", "text": "Cancellation policies vary, but as of late March most coronavirus-based cancellation policies don't extend to July 2020, when the Olympics had been scheduled.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0298", "category": "external_heldout", "text": "More traditional churches often hold an Easter Vigil on Saturday night during the Easter weekend, with the congregations often breaking into celebration at the stroke of midnight to celebrate Christ's resurrection.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0299", "category": "external_heldout", "text": "Sharing a field trip virtually is also a great way to reflect a on a trip and share experiences with future classes.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0300", "category": "external_heldout", "text": "Finally, there are many small cats (including loose pet cats) that eat the far more numerous small prey like insects, rodents, lizards, and birds.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0301", "category": "external_heldout", "text": "Cuomo, 53, began his governorship earlier this year and signed a bill last month legalizing same-sex marriage.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0302", "category": "external_heldout", "text": "Fellow wrestlers also paid tribute to Luna.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0303", "category": "external_heldout", "text": "Most of the buildings on the edges of the complex have been rebuilt in order to give tourists a better idea of how they originally appeared.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0304", "category": "external_heldout", "text": "The parade of buildings that make the Hong Kong skyline has been likened to a glittering bar chart that is made apparent by the presence of the waters of Victoria Harbour.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0305", "category": "external_heldout", "text": "With two years of the end of the war, the former allies were now enemies and the Cold War began.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0306", "category": "external_heldout", "text": "In 1990, it was added to the list of world heritage sites in danger, due to the threat of desert sands.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0307", "category": "external_heldout", "text": "Its renown for being an epicenter of luxury began in about 400 A.D. and lasted up until about 1100 A.D.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0308", "category": "external_heldout", "text": "Nothing can be seen other than the clear, beautiful sky above and the many surrounding mountains. Very little of this world can be seen or heard from inside the cave.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0309", "category": "external_heldout", "text": "They are almost all sandy beaches with safe swimming, and most have shade provided by pohutukawa trees.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0310", "category": "external_heldout", "text": "This is called a chemical's pH. You can make an indicator using red cabbage juice.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0311", "category": "external_heldout", "text": "Large areas further north are quite sparsely populated and some is nearly uninhabited wilderness.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0312", "category": "external_heldout", "text": "Television reports show white smoke coming from the plant.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0313", "category": "external_heldout", "text": "The city is also the base to climb the Nyiragongo volcano along with some of the cheapest Mountain Gorilla tracking in Africa.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0314", "category": "external_heldout", "text": "The age where the events took place is commonly referred as the High Middle Ages the period of European history in the 11th, 12th, and 13th centuries (AD 1000\u20131300).", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0315", "category": "external_heldout", "text": "When all available resources are effectively used across the functional departments of an organization, creativity and ingenuity can transpire.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0316", "category": "external_heldout", "text": "It states that the most effective place for the main subject is at the intersection of lines dividing the image into thirds vertically and horizontally (see example).", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0317", "category": "external_heldout", "text": "Apia is the capital of Samoa. The town is on the island of Upolu and has a population of just under 40,000.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0318", "category": "external_heldout", "text": "The official Falklands currency is the Falkland pound (FKP) whose value is set equivalent to that of one British pound (GBP).", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0319", "category": "external_heldout", "text": "Most modern research telescopes are enormous facilities in remote areas with favorable atmospheric conditions.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0320", "category": "external_heldout", "text": "NextGen is a system the FAA claims would allow aircraft to fly shorter routes and save millions of gallons of fuel each year and cut carbon emissions.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0321", "category": "external_heldout", "text": "Accepted were Aristotle's views on all matters of science, including psychology.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0322", "category": "external_heldout", "text": "The Plitvice Lakes national park is heavily forested, mainly with beech, spruce, and fir trees, and features a mixture of Alpine and Mediterranean vegetation.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0323", "category": "external_heldout", "text": "Segregation and recombination shuffle variation back and forth between the two pools with each generation.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0324", "category": "external_heldout", "text": "Throughout 1960s, Brzezinski worked for John F. Kennedy as his advisor and then the Lyndon B. Johnson administration.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0325", "category": "external_heldout", "text": "Scientists hope to understand how planets form, especially how the Earth formed, since comets collided with the Earth long ago.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0326", "category": "external_heldout", "text": "The vertical clearance under the bridge is 15 meters. Construction was completed in August 2011, it didn't open to traffic until March 2017.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0327", "category": "external_heldout", "text": "The U.S. Corps of Engineers estimated that 6 inches of rainfall could breach the previously damaged levees.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0328", "category": "external_heldout", "text": "Plants make oxygen which humans breathe, and they take in carbon-dioxide which humans exhale (that is, breathe out).", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0329", "category": "external_heldout", "text": "One can only wonder what the keyboard will become when something newer comes along.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0330", "category": "external_heldout", "text": "Fire rescue crews eventually doused the fire by 11:35 pm.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0331", "category": "external_heldout", "text": "It was ruled by the \"Vichy\" French. These were French people who had made peace with the Germans in 1940 and worked with the invaders instead of fighting them.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0332", "category": "external_heldout", "text": "There are still many men and women alive who survived their time here, and many more who had loved ones who were murdered or worked to death there, Jews and non-Jews alike.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0333", "category": "external_heldout", "text": "Finland is a great boating destination. The \"Land of a thousand lakes\" has thousands of islands too, in the lakes and in the coastal archipelagos.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0334", "category": "external_heldout", "text": "He added that \"they should not, however, be asked to take on obligations that go beyond their development stage, responsibility and capabilities.\"", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0335", "category": "external_heldout", "text": "Only mutations in germ-line cells can be passed on to children, while mutations elsewhere can cause cell-death or cancer.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0336", "category": "external_heldout", "text": "If you have watched the movie National Treasure, you may think a treasure map was written on the back of the Declaration of Independence.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0337", "category": "external_heldout", "text": "If you're not used to driving on country roads, keep your wits about you: steep grades, narrow lanes, and sharp curves predominate.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0338", "category": "external_heldout", "text": "In particular, it is claimed that one can detect whether a person is lying by interpreting micro-expressions correctly.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0339", "category": "external_heldout", "text": "After the accident occurred, Gibson was transported to a hospital but died shortly afterwards.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0340", "category": "external_heldout", "text": "Most of the smaller islands are independent nations, or associated with France, and known as luxury beach resorts.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0341", "category": "external_heldout", "text": "A civilization is a singular culture shared by a significant large group of people who live and work co-operatively, a society.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0342", "category": "external_heldout", "text": "Some people thought he was right but many people believed the opposite; that the Solar System moved around the Earth, including the Sun (and even the other stars).", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0343", "category": "external_heldout", "text": "The two compounds react with one another to form crystals that may block kidney function, researchers at the university said.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0344", "category": "external_heldout", "text": "Lions are the most social cats, living in large groups called prides.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0345", "category": "external_heldout", "text": "A full 20 percent of the water that pours out of the planet's rivers into the oceans comes from the Amazon.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0346", "category": "external_heldout", "text": "Mrs. Kirchner announced her intention to run for president at the Argentine Theatre, the same location she used to start her 2005 campaign for the Senate as member of the Buenos Aires province delegation.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0347", "category": "external_heldout", "text": "Still, take advice from authorities, obey all signs, and pay close attention to safety warnings.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0348", "category": "external_heldout", "text": "Regional and seasonal severe weather phenomena include blizzards, snowstorms, ice storms, and dust storms.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0349", "category": "external_heldout", "text": "As a result, two fish species have become extinct, and two others have become endangered, including the humpback chub.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0350", "category": "external_heldout", "text": "Hong Kong Island gives the territory of Hong Kong its name and is the place that many tourists regard as the main focus.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0351", "category": "external_heldout", "text": "He was greeted by Singapore's Deputy Prime Minister Wong Kan Seng and discussed trade and terrorism issues with the Singapore Prime Minister Lee Hsien Loong.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0352", "category": "external_heldout", "text": "However, due to the slow communication channels, styles in the west could lag behind by 25 to 30 year.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0353", "category": "external_heldout", "text": "Del Potro had the early advantage in the second set, but this too required a tie break after reaching 6-6.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0354", "category": "external_heldout", "text": "The vehicle itself was taken away from the scene of the accident at approximately 1200 GMT on the same day.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0355", "category": "external_heldout", "text": "The tenth named storm of the Atlantic Hurricane season, Subtropical Storm Jerry, formed in the Atlantic Ocean today.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0356", "category": "external_heldout", "text": "On some routes, the larger companies have their own planes, but for other routes and smaller firms there was a problem.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0357", "category": "external_heldout", "text": "This will allow players to control actions and movements in video games by moving the device through the air.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0358", "category": "external_heldout", "text": "Bishkek was described as sinking into a state of \"anarchy\" by one observer, as gangs of people roamed the streets and plundered stores of consumer goods.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0359", "category": "external_heldout", "text": "Everything in the Universe is made of matter. All matter is made of tiny particles called atoms.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0360", "category": "external_heldout", "text": "It is related to but usually not involving alpine style ski touring or mountaineering, the latter ones done in steep terrain and requiring much stiffer skis and boots.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0361", "category": "external_heldout", "text": "If crossing the Northern Baltic in winter, check the cabin location, as going through ice causes quite horrible noise for those most affected.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0362", "category": "external_heldout", "text": "The document, according to the leak, will refer to the borders dispute, which Palestine wants based on the borders before the 1967 Mideast War.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0363", "category": "external_heldout", "text": "Layton had asked for changes to the conservatives' environmental bill during the meeting with the PM, asking for a \"thorough and complete rewriting\" of the Conservative party's environmental bill.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0364", "category": "external_heldout", "text": "Rip currents are the returning flow from waves breaking off the beach, often at a reef or similar.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0365", "category": "external_heldout", "text": "In some areas boiling water for a minute is enough, in others several minutes are needed.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0366", "category": "external_heldout", "text": "Other subjects on the agenda in Bali include saving the world's remaining forests, and sharing technologies to help developing nations grow in less-polluting ways.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0367", "category": "external_heldout", "text": "One bomb exploded outside the governor general's office.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0368", "category": "external_heldout", "text": "Madagascar is by far the biggest, and a continent on its own when it comes to wildlife.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0369", "category": "external_heldout", "text": "Beyond Wednesday's event, Carpanedo competed in two individual races at the Championships.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0370", "category": "external_heldout", "text": "Huhne has resigned and he will be replaced in the Cabinet by Ed Davey MP. Norman Lamb MP is expected to take the Business Minister job Davey is vacating.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0371", "category": "external_heldout", "text": "In the north the region is bounded by the Sahel, and in the south and west by the Atlantic Ocean.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0372", "category": "external_heldout", "text": "While Goma is reasonably safe, any visits outside of Goma should be researched to understand the state of the fighting that persists in the North Kivu province.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0373", "category": "external_heldout", "text": "The commission was Martelly's response to widespread anti-regime protests that started in October.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0374", "category": "external_heldout", "text": "In fact, it is not easy to find at all even if one knew it existed. Once inside the cave, it is a total isolation.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0375", "category": "external_heldout", "text": "The scenes are displayed on the pyramids and the different pyramids are lit up.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0376", "category": "external_heldout", "text": "Everyone participates in society and uses transportation systems. Almost everyone complains about transportation systems.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0377", "category": "external_heldout", "text": "The photographers later took the place of an aged lady as she needed the lavatory. Mendoza was gunned down.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0378", "category": "external_heldout", "text": "Oliver Sacks, in his paper The President's Speech, indicated how people who are unable to understand speech because of brain damage are nevertheless able to assess sincerity accurately.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0379", "category": "external_heldout", "text": "These are sometimes-crowded family beaches with a good range of shops lining the shore. Swimming is safe.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0380", "category": "external_heldout", "text": "The composition of these crystals matches those found in the urine of affected pets when compared by infrared spectroscopy (FTIR).", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0381", "category": "external_heldout", "text": "The disease is carried by pigs, which then migrates to humans through mosquitos.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0382", "category": "external_heldout", "text": "Swirl the two dry powders together and then, with clean wet hands, squeeze them into a ball.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0383", "category": "external_heldout", "text": "Through the night between 150 and 200 copies were made, now known as \"Dunlap broadsides\".", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0384", "category": "external_heldout", "text": "However, that is not true. Although there is something written on the back of the document, it is not a treasure map.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0385", "category": "external_heldout", "text": "Romanticism had a large element of cultural determinism, drawn from writers such as Goethe, Fichte, and Schlegel.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0386", "category": "external_heldout", "text": "Casablanca is one of the least interesting places to shop in all of Morocco.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0387", "category": "external_heldout", "text": "The fission bomb works on the principle that it takes energy to put together a nucleus with many protons and neutrons.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0388", "category": "external_heldout", "text": "In a carriage, they traveled back to Paris surrounded by a mob of people screaming and shouting threats against the King and Queen.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0389", "category": "external_heldout", "text": "Field trips are a large part of any classroom. Quite often a teacher would love to take her students places to which a bus trip is not an option.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0390", "category": "external_heldout", "text": "The crash occurred high up in mountainous terrain, and is believed to have been the result of hostile fire.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0391", "category": "external_heldout", "text": "In the warm climate of the Middle East, the house was not so important.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0392", "category": "external_heldout", "text": "During the 1920s, the prevailing attitudes of most citizens and nations was that of pacifism and isolation.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0393", "category": "external_heldout", "text": "Prides are made up of one to three related adult males, along with as many as thirty females and cubs.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0394", "category": "external_heldout", "text": "Police superintendent Chandra Shekhar Solanki said the accused appeared in court with covered faces.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0395", "category": "external_heldout", "text": "Also between each dynasty was an unstable age of divided provinces. The best-known of these periods was the Three Kingdoms epoch taking place for 60 years between the Han and the Jin Dynasty.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0396", "category": "external_heldout", "text": "You may also wish to consult the advice of governments other than your own, but their advice is designed for their citizens.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0397", "category": "external_heldout", "text": "While he was working at the hospital Liggins began to investigate premature labor during his spare time.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0398", "category": "external_heldout", "text": "As a result, the process of an organization working together to overcome an obstacle can lead to a new innovative process to serve the customer's need.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0399", "category": "external_heldout", "text": "While one experimental vaccine appears able to reduce Ebola mortality, up until now, no drugs have been clearly demonstrated suitable for treating existing infection.", "source": "google_fleurs_en_us_test"}
+{"id": "modern400_0400", "category": "external_heldout", "text": "The Haitian Institute for Justice and Democracy has referenced independent studies that suggest the Nepalese UN peacekeeping battalion unknowingly brought the disease to Haiti.", "source": "google_fleurs_en_us_test"}

inflect_nano_v2_frontend.py

@@ -91,6 +91,12 @@ PUNCT_TRANSLATION = str.maketrans(
         "\u2013": "-",
         "\u2014": ", ",
         "\u2026": "...",
+        "(": ", ",
+        ")": ", ",
+        "[": ", ",
+        "]": ", ",
+        "{": ", ",
+        "}": ", ",
     }
 )
 
@@ -264,6 +270,8 @@ def normalize_text(text: str) -> str:
     text = re.sub(r"\b(\d+)(st|nd|rd|th)\b", _expand_ordinal, text, flags=re.IGNORECASE)
     text = re.sub(r"\b\d[\d,]*\b", _expand_number, text)
     text = re.sub(r"\b[A-Z]{2,}\b", _expand_acronym, text)
+    text = re.sub(r",(?:\s*,)+", ",", text)
+    text = re.sub(r",\s*([.!?])", r"\1", text)
     text = re.sub(r"\s+([,;:.!?])", r"\1", text)
     text = re.sub(r"([,;:.!?])(?=\S)", r"\1 ", text)
     return re.sub(r"\s+", " ", text).strip()

release_manifest.json

@@ -37,6 +37,11 @@
       "bytes": 3051,
       "sha256": "83624b63bc7af81aa5b166a3a79a65c288314aaf9127be9010571116bc40bcf7"
     },
+    {
+      "path": "assets/evidence/modern400-dual-asr.svg",
+      "bytes": 7600,
+      "sha256": "0546a69d6282dee9d8c9def7b62ac737a2d89e8a97c9720807cb2244a8c13283"
+    },
     {
       "path": "assets/evidence/quality-vs-cpu-speed.svg",
       "bytes": 4390,
@@ -59,8 +64,8 @@
     },
     {
       "path": "CHANGELOG.md",
-      "bytes": 373,
-      "sha256": "3d3cace6d641ad0a282773a4dd40ae8f23492fbbf6efeca5c28e12a95a243b70"
+      "bytes": 437,
+      "sha256": "b43b96d1271f5d871c3e8a6e967ca4271e0c1853d8aa1b21fe8d0aa1e000b8dd"
     },
     {
       "path": "CITATION.cff",
@@ -97,6 +102,31 @@
       "bytes": 52605,
       "sha256": "51797abe973df6a68962dac3dbff729706acd333e08c90e382910b6b6a85018e"
     },
+    {
+      "path": "evaluation/final/modern400/combined_manifest_validation.json",
+      "bytes": 723,
+      "sha256": "d916e68e7e8b7ce47245d59bd04e0926e398e21e8583c87bc0b5f41b709e25a8"
+    },
+    {
+      "path": "evaluation/final/modern400/modern400_asr_reports_20260722.tar.gz",
+      "bytes": 785884,
+      "sha256": "8d44fe670942492c89d51a2f9c8932ca513e6c8da6d69ce2a8d9ce61b8aa1b1c"
+    },
+    {
+      "path": "evaluation/final/modern400/prompt_report.json",
+      "bytes": 884,
+      "sha256": "468fa98a53128a0875d0a64de322a58c5551c0e86df100aa16116755d9ebb770"
+    },
+    {
+      "path": "evaluation/final/modern400/prompts.jsonl",
+      "bytes": 78765,
+      "sha256": "b7504ce2dce44a2da82770a6a5dfd2a034fe17e2113980f8a69663ade417a34c"
+    },
+    {
+      "path": "evaluation/final/modern400/summary.json",
+      "bytes": 100358,
+      "sha256": "ff2efc0fcae72e8011221ac06abda7ba375be9ed04de50daafe9965684bb044b"
+    },
     {
       "path": "evaluation/final/raw/asr_combined/report.json",
       "bytes": 8810759,
@@ -229,8 +259,8 @@
     },
     {
       "path": "inflect_nano_v2_frontend.py",
-      "bytes": 11687,
-      "sha256": "530825406a4064ff8c7a873b35eb77920823734a98e77180e2aced48a6868dca"
+      "bytes": 11892,
+      "sha256": "399cba29408d594d655157ab6af925dc12edcd4207cf00595386106e7e53190a"
     },
     {
       "path": "inflect_vits_frontend.py",
@@ -254,8 +284,8 @@
     },
     {
       "path": "README.md",
-      "bytes": 10897,
-      "sha256": "5a8827ce668855cca1bebc1e9a230e9409831c4a2b4fe6f2feaab6462632569f"
+      "bytes": 10908,
+      "sha256": "229a2c1e9ac714d9ea88434c4fa6c47137b08b002c9f1e4c4e238b8d12bad566"
     },
     {
       "path": "requirements.txt",