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Release qwen38-27b-12gb v1.0.1 [plan b49b55647aa0b786dfe13cdcd6380e951cb5dab88140ac01327bf78302a44030] (#3)

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- Release qwen38-27b-12gb v1.0.1 [plan b49b55647aa0b786dfe13cdcd6380e951cb5dab88140ac01327bf78302a44030] (1c4335b692d56e7a1602d69385338f13f788f233)

CITATION.cff CHANGED
@@ -6,12 +6,12 @@ authors:
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  - family-names: Schwartz
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  given-names: Matthew
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  orcid: "https://orcid.org/0009-0009-4171-7247"
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- version: 1.0.0
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- doi: "10.5281/zenodo.22166977"
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- date-released: 2026-08-29
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- repository-code: "https://github.com/matthematics1137/research-artifacts/tree/qwen38-27b-12gb-v1.0.0/papers/2026-qwen38-27b-12gb"
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- repository-artifact: "https://doi.org/10.5281/zenodo.22166977"
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- url: "https://doi.org/10.5281/zenodo.22166977"
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  keywords:
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  - large language model inference
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  - post-training quantization
@@ -27,6 +27,6 @@ preferred-citation:
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  given-names: Matthew
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  orcid: "https://orcid.org/0009-0009-4171-7247"
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  year: 2026
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- url: "https://github.com/matthematics1137/research-artifacts/blob/qwen38-27b-12gb-v1.0.0/papers/2026-qwen38-27b-12gb/paper/main.pdf"
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  institution:
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  name: Independent researcher
 
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  - family-names: Schwartz
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  given-names: Matthew
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  orcid: "https://orcid.org/0009-0009-4171-7247"
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+ version: 1.0.1
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+ doi: "10.5281/zenodo.22314395"
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+ repository-artifact: "https://doi.org/10.5281/zenodo.22314395"
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+ date-released: 2026-09-04
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+ repository-code: "https://github.com/matthematics1137/research-artifacts/tree/qwen38-27b-12gb-v1.0.1/papers/2026-qwen38-27b-12gb"
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+ url: "https://github.com/matthematics1137/research-artifacts/tree/qwen38-27b-12gb-v1.0.1/papers/2026-qwen38-27b-12gb"
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  keywords:
16
  - large language model inference
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  - post-training quantization
 
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  given-names: Matthew
28
  orcid: "https://orcid.org/0009-0009-4171-7247"
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  year: 2026
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+ url: "https://github.com/matthematics1137/research-artifacts/blob/qwen38-27b-12gb-v1.0.1/papers/2026-qwen38-27b-12gb/paper/main.pdf"
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  institution:
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  name: Independent researcher
CLAIM_EVIDENCE_MAP.md CHANGED
@@ -19,3 +19,11 @@ table. The release inventory and `SHA256SUMS` freeze every other source row.
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  The release contains response excerpts, not full transcripts. It contains no
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  Q4 per-item GSM8K/HumanEval rows because those files were not retained.
 
 
 
 
 
 
 
 
 
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  The release contains response excerpts, not full transcripts. It contains no
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  Q4 per-item GSM8K/HumanEval rows because those files were not retained.
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+ # Correction 1.0.1
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+
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+ `CORRECTIONS.md` records the versioned reporting changes. `correction_metrics.py`
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+ checks the recovered MTP log against all 45 retained completion-token counts,
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+ its four distinct MATH rate summaries, Q4 error IDs and elapsed retry time,
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+ the exact historical GSM selection, and the server/tg128 caption bound.
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+ `test_corrections.py` includes mutation tests for these checks and stricter
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+ MATH ID/boolean validation. Original headline results remain unchanged.
CORRECTIONS.md ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Version 1.0.1 correction — 2026-09-04
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+
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+ This version corrects reporting in the original [1.0.0 artifact](https://doi.org/10.5281/zenodo.22166977).
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+ No inference was rerun. Original measurement and result rows, task scores,
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+ statistical tests, and the central deployment conclusions are unchanged.
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+ The published 1.0.0 files remain intact.
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+
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+ 1. **Request errors and retries:** the MATH table now separates two Q4 request
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+ time-outs from output-length truncations. Both errors were already scored
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+ wrong. Their 2404.36 seconds remain in the 7313.90-second goodput denominator
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+ (0.1887 correct/min). The client could automatically retry once; one retained
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+ response does not mean one attempted stochastic request. Attempt counts
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+ were not recorded and are not reconstructed as new observations.
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+ 2. **GSM8K selection:** the evaluated 50 items were the first half of a sorted
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+ seed-42 sample of 100, not a direct random sample of 50. Their source indices
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+ span 13–563. This is disclosed without changing the sample or its scores.
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+ 3. **MTP timing evidence:** the contemporaneous server log, already present in
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+ the original evidence-freeze commit, is now included with model paths
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+ sanitized. Its 45 request completion-token counts match the MATH-25 and
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+ HumanEval+-20 rows in sequence. That retrospective alignment is not the
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+ same as run-time benchmark-ID instrumentation. The MATH per-request decode
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+ range is 41.09–50.84 tok/s; aggregate decode is 45.35 tok/s. Aggregate logged
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+ HTTP-response rate is 44.96 tok/s, a distinct metric. The narrower old
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+ 45–50 prose range and 48–50 figure annotation are replaced. There is still
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+ no identical-prompt draft-off comparison establishing a causal MTP effect.
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+ 4. **Server/tg128 caption:** the matching draft-off server measurements differ
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+ from tg128 by at most 0.73 tok/s, not 0.4.
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+ 5. **Effective-bpw figure labels:** labels now derive from checkpoint bytes and
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+ parameter count; Q4 is 5.22 and bartowski IQ2_S is 3.06 effective bpw.
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+ 6. **Needle context sizes:** 8K/16K/32K are nominal estimates based on word count,
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+ not actual model-tokenizer measurements.
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+ 7. **Offload fit:** the two-bandwidth fit is explicitly descriptive, assessed
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+ on its eight fitting configurations. It does not isolate CPU dequantization
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+ costs or provide held-out predictive validation.
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+
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+ The added `correction_metrics.py` checks log alignment, MTP rates, error IDs,
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+ retry-time accounting, and GSM selection. `check_claims.py` also rejects missing,
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+ duplicate, unexpected, or incorrectly typed MATH result IDs/booleans and prints
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+ the paired McNemar result as the primary MATH comparison. The public TeX no
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+ longer has a dormant dependency on a private dark-mode style. Hugging Face
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+ retains explicit viewer configurations for its summary and throughput tables.
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+
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+ ## What did not change
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+
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+ The 1.64× matched-footprint MATH generation-rate comparison, fully resident
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+ versus partially offloaded deployment conclusion, paired MATH result, and MMLU
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+ non-resolution all reproduce. Quantizer and engine remain confounded; the
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+ study is still a one-machine, small-sample deployment characterization.
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+
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+ Run `python3 check_claims.py` from this artifact root. Additional evidence
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+ provenance is in `environment/correction-provenance.json`; complete release
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+ hashes are supplied by the generated artifact inventory.
README.md CHANGED
@@ -27,16 +27,17 @@ This dataset mirrors the redistribution-cleared measurements for “Deploying
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  Qwen3.8-27B in 12 GB of VRAM: Accuracy and Throughput Across Quantized
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  Inference Stacks.”
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- The immutable version-of-record artifact is
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- [doi:10.5281/zenodo.22166977](https://doi.org/10.5281/zenodo.22166977). The
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- matching tagged GitHub source and analysis instructions are at
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- <https://github.com/matthematics1137/research-artifacts/tree/qwen38-27b-12gb-v1.0.0/papers/2026-qwen38-27b-12gb>.
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- The matching GitHub release is
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- <https://github.com/matthematics1137/research-artifacts/releases/tag/qwen38-27b-12gb-v1.0.0>.
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- This discovery dataset is
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- <https://huggingface.co/datasets/mv1137/qwen38-27b-12gb-results>. The DOI is
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- assigned to the reviewed Zenodo deposition. These links identify version 1.0.0,
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- dated 2026-08-29.
 
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41
  This repository contains measurement records under mixed terms rather than a
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  single blanket license. Original measurements and documentation are CC BY 4.0;
 
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  Qwen3.8-27B in 12 GB of VRAM: Accuracy and Throughput Across Quantized
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  Inference Stacks.”
29
 
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+ This is the 1.0.1 correction, dated 2026-09-04. Original measurement
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+ rows are unchanged; see [CORRECTIONS.md](CORRECTIONS.md). The previous 1.0.0
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+ artifact remains at [doi:10.5281/zenodo.22166977](https://doi.org/10.5281/zenodo.22166977).
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+ The correction's version DOI is
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+ [doi:10.5281/zenodo.22314395](https://doi.org/10.5281/zenodo.22314395).
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+ Version-specific source and analysis instructions are at
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+ <https://github.com/matthematics1137/research-artifacts/tree/qwen38-27b-12gb-v1.0.1/papers/2026-qwen38-27b-12gb>.
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+ The result dataset is
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+ <https://huggingface.co/datasets/mv1137/qwen38-27b-12gb-results>.
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+ In prepublication review copies, the reserved DOI and planned tag need not
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+ resolve until release; this card alone is not a publication receipt.
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42
  This repository contains measurement records under mixed terms rather than a
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  single blanket license. Original measurements and documentation are CC BY 4.0;
environment/correction-provenance.json ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "version": "1.0.1",
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+ "previous_version": "1.0.0",
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+ "previous_version_doi": "10.5281/zenodo.22166977",
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+ "evidence_freeze_commit": "009859e4af3a923732be09ee60b52383827db0f7",
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+ "previous_paper_pdf_sha256": "3d54edc454e9f1c6166ea1d61ceea59d9eb6bb1838df22833b912eb349a14bc6",
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+ "new_inference": false,
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+ "original_measurement_rows_changed": false,
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+ "additional_existing_evidence": {
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+ "path": "testsuite/results/server_UD-IQ2_XXS-mtpgpu-effmed.log",
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+ "source_git_blob": "645c26c623cb993baa194526257fb6346a29ffd6",
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+ "source_sha256": "42b40f1e8e2cc744b36e5423fcbecd459a15cfe2dcc0498755f3292b73fbeada",
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+ "sanitization": "Replace the absolute model-directory prefix with <MODEL_ROOT>/; all timing lines are unchanged.",
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+ "alignment": "The 45 final request timings align in order with all completion-token counts in MATH-25 followed by HumanEval+-20. Requests do not embed benchmark item IDs; alignment is retrospective, not run-time identity instrumentation."
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+ }
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+ }