Instructions to use apus-ailab/APUS-OpenJev-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use apus-ailab/APUS-OpenJev-v1 with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("apus-ailab/APUS-OpenJev-v1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download subset-chart-data.json from apus-ailab/APUS-OpenJev-v1: direct link, hf CLI and curl.
- Browser
- Download file 58.6 kB
-
https://huggingface.co/apus-ailab/APUS-OpenJev-v1/resolve/68e5880df6be3bd820345b9233032e8e325bf4c1/subset-chart-data.json
- Command line
-
hf download hf://apus-ailab/APUS-OpenJev-v1@68e5880df6be3bd820345b9233032e8e325bf4c1/subset-chart-data.json
-
curl -L -o subset-chart-data.json https://huggingface.co/apus-ailab/APUS-OpenJev-v1/resolve/68e5880df6be3bd820345b9233032e8e325bf4c1/subset-chart-data.json
58.6 kB
| { | |
| "title": "Frozen80 subset composition and per-task comparison", | |
| "created_date": "2026-09-21", | |
| "panel": { | |
| "records": 80, | |
| "parent_groups": 79, | |
| "split": "development regression, not sealed final", | |
| "score_labels": "16 No / 0 Yes" | |
| }, | |
| "models": [ | |
| "APUS-OpenJev 4B", | |
| "APUS-OpenJev 9B", | |
| "Jev official API", | |
| "Laya typed / full input" | |
| ], | |
| "model_totals": { | |
| "APUS-OpenJev 4B": { | |
| "correct": 66, | |
| "total": 80, | |
| "percentage": 82.5 | |
| }, | |
| "APUS-OpenJev 9B": { | |
| "correct": 68, | |
| "total": 80, | |
| "percentage": 85.0 | |
| }, | |
| "Jev official API": { | |
| "correct": 66, | |
| "total": 80, | |
| "percentage": 82.5 | |
| }, | |
| "Laya typed / full input": { | |
| "correct": 55, | |
| "total": 80, | |
| "percentage": 68.75 | |
| } | |
| }, | |
| "subsets": [ | |
| { | |
| "dataset": "browser.dev.records.jsonl", | |
| "name": "Browser", | |
| "source": "OSU NLP / Mind2Web", | |
| "target_capability": "Select the next browser action from page context and a goal.", | |
| "records": 16, | |
| "groups": 16, | |
| "percentage_of_panel": 20.0, | |
| "scores": { | |
| "APUS-OpenJev 4B": { | |
| "correct": 14, | |
| "total": 16, | |
| "percentage": 87.5 | |
| }, | |
| "APUS-OpenJev 9B": { | |
| "correct": 13, | |
| "total": 16, | |
| "percentage": 81.25 | |
| }, | |
| "Jev official API": { | |
| "correct": 11, | |
| "total": 16, | |
| "percentage": 68.75 | |
| }, | |
| "Laya typed / full input": { | |
| "correct": 4, | |
| "total": 16, | |
| "percentage": 25.0 | |
| } | |
| } | |
| }, | |
| { | |
| "dataset": "hs3.dev.records.jsonl", | |
| "name": "HelpSteer3", | |
| "source": "NVIDIA / principle-based judgments", | |
| "target_capability": "Judge content against a supplied natural-language principle.", | |
| "records": 16, | |
| "groups": 16, | |
| "percentage_of_panel": 20.0, | |
| "scores": { | |
| "APUS-OpenJev 4B": { | |
| "correct": 12, | |
| "total": 16, | |
| "percentage": 75.0 | |
| }, | |
| "APUS-OpenJev 9B": { | |
| "correct": 13, | |
| "total": 16, | |
| "percentage": 81.25 | |
| }, | |
| "Jev official API": { | |
| "correct": 12, | |
| "total": 16, | |
| "percentage": 75.0 | |
| }, | |
| "Laya typed / full input": { | |
| "correct": 11, | |
| "total": 16, | |
| "percentage": 68.75 | |
| } | |
| } | |
| }, | |
| { | |
| "dataset": "boolq.dev.records.jsonl", | |
| "name": "BoolQ", | |
| "source": "Boolean Questions", | |
| "target_capability": "Answer yes/no questions using supporting context.", | |
| "records": 16, | |
| "groups": 16, | |
| "percentage_of_panel": 20.0, | |
| "scores": { | |
| "APUS-OpenJev 4B": { | |
| "correct": 16, | |
| "total": 16, | |
| "percentage": 100.0 | |
| }, | |
| "APUS-OpenJev 9B": { | |
| "correct": 16, | |
| "total": 16, | |
| "percentage": 100.0 | |
| }, | |
| "Jev official API": { | |
| "correct": 16, | |
| "total": 16, | |
| "percentage": 100.0 | |
| }, | |
| "Laya typed / full input": { | |
| "correct": 15, | |
| "total": 16, | |
| "percentage": 93.75 | |
| } | |
| } | |
| }, | |
| { | |
| "dataset": "mnli.dev.records.jsonl", | |
| "name": "MNLI", | |
| "source": "Multi-Genre NLI", | |
| "target_capability": "Identify entailment, contradiction or a neutral relationship.", | |
| "records": 16, | |
| "groups": 16, | |
| "percentage_of_panel": 20.0, | |
| "scores": { | |
| "APUS-OpenJev 4B": { | |
| "correct": 11, | |
| "total": 16, | |
| "percentage": 68.75 | |
| }, | |
| "APUS-OpenJev 9B": { | |
| "correct": 13, | |
| "total": 16, | |
| "percentage": 81.25 | |
| }, | |
| "Jev official API": { | |
| "correct": 13, | |
| "total": 16, | |
| "percentage": 81.25 | |
| }, | |
| "Laya typed / full input": { | |
| "correct": 11, | |
| "total": 16, | |
| "percentage": 68.75 | |
| } | |
| } | |
| }, | |
| { | |
| "dataset": "score.dev.records.jsonl", | |
| "name": "Score", | |
| "source": "Google / GoEmotions", | |
| "target_capability": "Judge whether a specified emotion attribute is present.", | |
| "records": 16, | |
| "groups": 15, | |
| "percentage_of_panel": 20.0, | |
| "scores": { | |
| "APUS-OpenJev 4B": { | |
| "correct": 13, | |
| "total": 16, | |
| "percentage": 81.25 | |
| }, | |
| "APUS-OpenJev 9B": { | |
| "correct": 13, | |
| "total": 16, | |
| "percentage": 81.25 | |
| }, | |
| "Jev official API": { | |
| "correct": 14, | |
| "total": 16, | |
| "percentage": 87.5 | |
| }, | |
| "Laya typed / full input": { | |
| "correct": 14, | |
| "total": 16, | |
| "percentage": 87.5 | |
| } | |
| } | |
| } | |
| ], | |
| "verification": { | |
| "all_model_exact_ID_sets_match": true, | |
| "all_gold_labels_match": true, | |
| "laya_repeats": 3, | |
| "laya_identical_predictions": true, | |
| "laya_truncated_records": 0, | |
| "laya_raw_choices_reparsed": 240, | |
| "one_answer_percentage_points": 6.25 | |
| }, | |
| "sources": { | |
| "APUS-OpenJev 4B": { | |
| "project_relative_path": "docs/feat-jev-combined/openjet-release-20260921/merged-release/evidence/4B/after.jsonl", | |
| "sha256": "ac22ede19c6ade99388038292644df50e9891dff162acdb10029bb3bd343537e" | |
| }, | |
| "APUS-OpenJev 9B": { | |
| "project_relative_path": "docs/feat-jev-combined/openjet-release-20260921/merged-release/evidence/9B/after.jsonl", | |
| "sha256": "3f01a868d4fba91a8a1749df37a87f10f0874823eec5a978291c93231773c365" | |
| }, | |
| "Jev official API": { | |
| "project_relative_path": "docs/feat-jev-combined/evidence/9b-checkpoints80/3000/predictions.jsonl", | |
| "sha256": "0997f100fd2da6bed882a70c1e5fe7f1d47c8db9c8d79c76bddbf641ce00344d" | |
| }, | |
| "Laya repeat 1": { | |
| "project_relative_path": "docs/feat-jev-combined/evidence/laya-repeated-20260921/round1-typed-fullinput/predictions.jsonl", | |
| "sha256": "abdddedaeb337dbde5f5ffba8205ab14bc3a6d831ddce8a7feca4a97bb9b5b12" | |
| }, | |
| "Laya repeat 2": { | |
| "project_relative_path": "docs/feat-jev-combined/evidence/laya-repeated-20260921/round2-typed-fullinput/predictions.jsonl", | |
| "sha256": "51556848bf798a0fb6f891be400f60c6b8da3505445795ce31d8f60dd2a56a18" | |
| }, | |
| "Laya repeat 3": { | |
| "project_relative_path": "docs/feat-jev-combined/evidence/laya-repeated-20260921/round3-typed-fullinput/predictions.jsonl", | |
| "sha256": "36c637ed48fbcb9eba34494c73bab23d7a539b745b63beee901d8736abfff450" | |
| } | |
| }, | |
| "record_audit": [ | |
| { | |
| "record_id": "boolq/11b00c8dcb82dfbdaf02aa139e8c70603fb8c432e0fc51873ca00b20815a90f5", | |
| "group_id": "evidence-group-83d16ec1b2a65c49a953cfc8b850422af8beb2758d72f39b23cf3e022be597a1", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "yes", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "yes", | |
| "APUS-OpenJev 9B": "yes", | |
| "Jev official API": "yes", | |
| "Laya typed / full input": "yes" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/155bc4f5246c5b35ec14d7a2f697381de04c2cefbbc293b387bfdf83f2fea269", | |
| "group_id": "evidence-group-9984381b97b26a3aa599aab8033350847b8b1cd7f6e2ed31ac1f8e954228e734", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "yes", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "yes", | |
| "APUS-OpenJev 9B": "yes", | |
| "Jev official API": "yes", | |
| "Laya typed / full input": "yes" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/179184609853d9f8f1f862bd5c3113e363f622606fcf5c188cf0da1d3ed61e86", | |
| "group_id": "evidence-group-afe52b84e10e464fe71423d120372724c1bb668d7dc611953a6946c3968c9b29", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "yes", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "yes", | |
| "APUS-OpenJev 9B": "yes", | |
| "Jev official API": "yes", | |
| "Laya typed / full input": "yes" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/31fa2124dc5769d9e6fae53be4190290131f8fb025a089f8372d6f5d61504af5", | |
| "group_id": "evidence-group-47ad7ea2eb35ffe5d68eebc068d2c2dc4668d58316bc11a90870609bd735fa77", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "no", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "no", | |
| "APUS-OpenJev 9B": "no", | |
| "Jev official API": "no", | |
| "Laya typed / full input": "no" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/3f87d9cb171dfe78b389d22677512f92cb48f7eedeefd35f2db1a2444cf08af2", | |
| "group_id": "evidence-group-0ffadfb3889de88a9be6abacda9f33200265f55f988f8f4e30d679a6abb60220", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "yes", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "yes", | |
| "APUS-OpenJev 9B": "yes", | |
| "Jev official API": "yes", | |
| "Laya typed / full input": "yes" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/42a6042685586d3796f9fe4460dd6e9cec208f39de59f765dcbef491fe576361", | |
| "group_id": "evidence-group-23bbdb536073ab9fc895075ee72551bfc55632aaaec7a744418f9e8ada9c6993", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "no", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "no", | |
| "APUS-OpenJev 9B": "no", | |
| "Jev official API": "no", | |
| "Laya typed / full input": "no" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/46e903566fe8817ff37dce61d1ef85b757aa465dadb873c6356b6fc23f58476b", | |
| "group_id": "evidence-group-0598f311fcee4030bb3e055fd8b809d3932df9668305a3243086d7fdb94ea925", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "yes", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "yes", | |
| "APUS-OpenJev 9B": "yes", | |
| "Jev official API": "yes", | |
| "Laya typed / full input": "yes" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/4c460ed013de1b5d82c629bbf4e3bdbdaf4441a81341404d48d8e02ead5b9814", | |
| "group_id": "evidence-group-a3f2fee0d01c242524e9d213c55f9f3e9f719327de2336257b7a3aedff15bbb5", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "yes", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "yes", | |
| "APUS-OpenJev 9B": "yes", | |
| "Jev official API": "yes", | |
| "Laya typed / full input": "no" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": false | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/58b070021c1d992130604f309a01b95166a281de0499349346694570a6c6ac57", | |
| "group_id": "evidence-group-7b4397539e19353c30f0bf4c65423110a9ac730c11d28cb2c752348d7a6e9e37", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "no", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "no", | |
| "APUS-OpenJev 9B": "no", | |
| "Jev official API": "no", | |
| "Laya typed / full input": "no" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/5ba6d06215b4f7b269d0b30369fea59d748f02f41d1977f14c46c9153cd45cde", | |
| "group_id": "evidence-group-0e7a5e22992089e0acef38c45a6a3764fe0cd682a8985ecfd39eb1475f5f0a1c", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "no", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "no", | |
| "APUS-OpenJev 9B": "no", | |
| "Jev official API": "no", | |
| "Laya typed / full input": "no" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/6909b3bd9078683a97a30ee70c6f3e91a9b8848a34efc0784eddf12cfa305cd4", | |
| "group_id": "evidence-group-ee790b93179b77e8db71445f78bd460a066b750e6f458780297e74943d7bd257", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "no", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "no", | |
| "APUS-OpenJev 9B": "no", | |
| "Jev official API": "no", | |
| "Laya typed / full input": "no" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/791b5a767a61e438fe080d99068ef294b361fead41dbfc61b61021e33f2fff9f", | |
| "group_id": "evidence-group-f64dca5a95a0d138d7ab52fcaffec2b80805f192bc5b892ece8256f5dfc238f7", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "yes", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "yes", | |
| "APUS-OpenJev 9B": "yes", | |
| "Jev official API": "yes", | |
| "Laya typed / full input": "yes" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/8703574dc0db27742840afd3c1429829ef2f81c557670018e6ad5456fc53b150", | |
| "group_id": "evidence-group-5b314cc015efa123085a0ddd9ab13485d0ac7b6809e85a039e3c43e817e1fb3e", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "no", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "no", | |
| "APUS-OpenJev 9B": "no", | |
| "Jev official API": "no", | |
| "Laya typed / full input": "no" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/a1ea17311c3aea8a751a1cd170483c439ce1338b451927c7db07692878ff0d82", | |
| "group_id": "evidence-group-d7abd460afbf15ef627bcaf52168fde0428e0431b694dfee9a13fa42c925b59e", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "no", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "no", | |
| "APUS-OpenJev 9B": "no", | |
| "Jev official API": "no", | |
| "Laya typed / full input": "no" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/cca90e3be9b421447fe9ae0594193ab92a92adb0083f27a46bc224ad0e67c46c", | |
| "group_id": "evidence-group-9735dc5df481652207fbd054ff5dad0d4ce8e7ce6c039aebe80d1e3ca8c8ee5d", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "no", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "no", | |
| "APUS-OpenJev 9B": "no", | |
| "Jev official API": "no", | |
| "Laya typed / full input": "no" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "boolq/dbadfab033f2646b1a933fad5e132dc65cd8998c337d0332763f1df07680d7e7", | |
| "group_id": "evidence-group-8ab83ce8fefb5340c8f2629e2ee8c09039f965976c87796f8b2d6d58b40f3017", | |
| "dataset": "boolq.dev.records.jsonl", | |
| "gold": "yes", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "yes", | |
| "APUS-OpenJev 9B": "yes", | |
| "Jev official API": "yes", | |
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| "record_id": "mnli/3d8bd065ebff13c30fa3aa4943c5f2851ca8a5860bae22e25f212be97790ab28", | |
| "group_id": "evidence-group-06e276f7577733f351ea270929ab121557f5ba0b4b7a7ffc8599a8dc2e7ca393", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "entailment", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "entailment", | |
| "APUS-OpenJev 9B": "entailment", | |
| "Jev official API": "entailment", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/4bd800d8bc83435b531bb472e9078bb054a7bb68bf31036bc12502e177dea19b", | |
| "group_id": "evidence-group-fc2f08eeeca529c675ba6a68c08c292b57689624394977ddbb1c731d34a4a7e8", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "entailment", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "entailment", | |
| "APUS-OpenJev 9B": "entailment", | |
| "Jev official API": "neutral", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": false, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/4dc433ef7c48f1158e61aa4f1b568bac7ee2ede91001c9b8d933fd5c54e71820", | |
| "group_id": "evidence-group-380981d6890572077b0d6b902aa0469166c29c7a700575399cd2fc7a8c078114", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "entailment", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "entailment", | |
| "APUS-OpenJev 9B": "entailment", | |
| "Jev official API": "entailment", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/533107d0478441289d303edb55e3769ea75e77ee657738576b1e86f9f523ff09", | |
| "group_id": "evidence-group-7d41c94d5aacee4210e9af39c38dded413bb0ed0e66b4ab138cb0cf9acc9d175", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "neutral", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "contradiction", | |
| "APUS-OpenJev 9B": "neutral", | |
| "Jev official API": "neutral", | |
| "Laya typed / full input": "contradiction" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": false, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": false | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/53ac0a380403b0ccd3ae48ea7763a52664f1d1744f6244c25d5980d69fcf7f0f", | |
| "group_id": "evidence-group-4743dba6976b2918897a2f0f6d686fdaccca4cb6735d4db706e4aced85eb44e2", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "entailment", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "entailment", | |
| "APUS-OpenJev 9B": "entailment", | |
| "Jev official API": "neutral", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": false, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/5c5d3ecddeb08dada33aaa9e323aa10bdfa371aa2f535b2cd5f4f653b0e25e9c", | |
| "group_id": "evidence-group-0293cb3342154c4098832723d3775fb7f1a88b31e6126f9db882ed1a0d8b491a", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "entailment", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "entailment", | |
| "APUS-OpenJev 9B": "entailment", | |
| "Jev official API": "entailment", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/834677de1c970abc266e34006f2e681c7301ff5d043796d92da66364b792f235", | |
| "group_id": "evidence-group-ccf7a781e6c7f6802cdc3b42bb6bad795f0ba0ae4ae9b10b286d9699ad373d3e", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "contradiction", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "contradiction", | |
| "APUS-OpenJev 9B": "contradiction", | |
| "Jev official API": "contradiction", | |
| "Laya typed / full input": "contradiction" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/8f4dbf064e95ffddc782d0d50ab5e6e0fb83aab546d48b00bff5f03706183bf9", | |
| "group_id": "evidence-group-cad5bd59c81306dbfbc2992418db0c5720f237fc174da87cd7360ead0af20f15", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "neutral", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "neutral", | |
| "APUS-OpenJev 9B": "neutral", | |
| "Jev official API": "neutral", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": false | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/9cf51bc8717b59b904d198884ba5b832b53cdc96a5b1aafee7203dca9bfc824d", | |
| "group_id": "evidence-group-12003df0e147aae371c07114820d8e1271ea9e77fc426c2dfcd7ea5095216b12", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "entailment", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "neutral", | |
| "APUS-OpenJev 9B": "neutral", | |
| "Jev official API": "entailment", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": false, | |
| "APUS-OpenJev 9B": false, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/ab466125416d6bc3f307f7fd25b78e63a8d90f8f54713027fdc7d75fffd8558d", | |
| "group_id": "evidence-group-1d662b8bfb238ffbb5674491c34bbdb350bd550b8d944cfdf8c1f6e3d323c69a", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "entailment", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "neutral", | |
| "APUS-OpenJev 9B": "neutral", | |
| "Jev official API": "neutral", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": false, | |
| "APUS-OpenJev 9B": false, | |
| "Jev official API": false, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/b0220f9d099b621bde205ea6efa72624cc1948cceb2502cdc38d19c3762c2ba0", | |
| "group_id": "evidence-group-60d29399f85535a7eef633c31f9819b7eec6d7a9800097bf817edabf2f4314f8", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "neutral", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "contradiction", | |
| "APUS-OpenJev 9B": "neutral", | |
| "Jev official API": "neutral", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": false, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": false | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/c8c695b22a0a846dde5f0ae3c17127f27c53f23219de2f4c97f2a9bebe1e0f81", | |
| "group_id": "evidence-group-877e43849360055fc2c92bc7b5a7ee30b94048287fb4100ce4eb9004cd95610f", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "entailment", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "entailment", | |
| "APUS-OpenJev 9B": "entailment", | |
| "Jev official API": "entailment", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/dba1b74655afea3f9676c7a8687e80c0da196b11f2324d6e3a41c3870b9d8591", | |
| "group_id": "evidence-group-c6fb07e356610f631e4b8e0884fb1cef27da866d3a1286508ad84c9a1ad50eeb", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "entailment", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "entailment", | |
| "APUS-OpenJev 9B": "entailment", | |
| "Jev official API": "entailment", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": true | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/e6856d10a89f46cbfc7fa77bf9266c482f130090a961f5bcb10be540e7c5fc2c", | |
| "group_id": "evidence-group-833d5b5523f6e081b1f65c924bed3ba030ffbfef18baba106cb0c7bce86b930c", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "neutral", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "neutral", | |
| "APUS-OpenJev 9B": "neutral", | |
| "Jev official API": "neutral", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": false | |
| } | |
| }, | |
| { | |
| "record_id": "mnli/e6cf83f056ba7587936d8026ff9709bc50de62e0dfb282f6b8d6aa85649e688d", | |
| "group_id": "evidence-group-cd8d19e8d6333678e561021d9ffa0dbfb0b7047f3fe684fd553208ed862407a6", | |
| "dataset": "mnli.dev.records.jsonl", | |
| "gold": "neutral", | |
| "predictions": { | |
| "APUS-OpenJev 4B": "neutral", | |
| "APUS-OpenJev 9B": "neutral", | |
| "Jev official API": "neutral", | |
| "Laya typed / full input": "entailment" | |
| }, | |
| "correct": { | |
| "APUS-OpenJev 4B": true, | |
| "APUS-OpenJev 9B": true, | |
| "Jev official API": true, | |
| "Laya typed / full input": false | |
| } | |
| } | |
| ], | |
| "limitations": [ | |
| "Each task has only 16 questions; one answer changes task accuracy by 6.25 percentage points.", | |
| "Development panel was reused during development and model selection; not evidence of general superiority.", | |
| "Browser measures static candidate selection, not live website task completion.", | |
| "Score includes no positive labels; an always-No predictor scores 16/16.", | |
| "Laya uses the typed configuration with full-input formatting; three process repeats do not increase the independent sample size." | |
| ] | |
| } | |