APUS-OpenJev-v1 / subset-chart-data.json
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{
"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": {
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"correct": 66,
"total": 80,
"percentage": 82.5
},
"APUS-OpenJev 9B": {
"correct": 68,
"total": 80,
"percentage": 85.0
},
"Jev official API": {
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"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": {
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"percentage": 87.5
},
"APUS-OpenJev 9B": {
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"percentage": 81.25
},
"Jev official API": {
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"percentage": 68.75
},
"Laya typed / full input": {
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"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": {
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"percentage": 75.0
},
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"percentage": 81.25
},
"Jev official API": {
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"percentage": 75.0
},
"Laya typed / full input": {
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"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": {
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},
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},
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},
"Laya typed / full input": {
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"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": {
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"percentage": 68.75
},
"APUS-OpenJev 9B": {
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},
"Jev official API": {
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},
"Laya typed / full input": {
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}
}
},
{
"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": {
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},
"APUS-OpenJev 9B": {
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},
"Jev official API": {
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},
"Laya typed / full input": {
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}
}
}
],
"verification": {
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"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": {
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"sha256": "ac22ede19c6ade99388038292644df50e9891dff162acdb10029bb3bd343537e"
},
"APUS-OpenJev 9B": {
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"sha256": "3f01a868d4fba91a8a1749df37a87f10f0874823eec5a978291c93231773c365"
},
"Jev official API": {
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"sha256": "0997f100fd2da6bed882a70c1e5fe7f1d47c8db9c8d79c76bddbf641ce00344d"
},
"Laya repeat 1": {
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"sha256": "abdddedaeb337dbde5f5ffba8205ab14bc3a6d831ddce8a7feca4a97bb9b5b12"
},
"Laya repeat 2": {
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"sha256": "51556848bf798a0fb6f891be400f60c6b8da3505445795ce31d8f60dd2a56a18"
},
"Laya repeat 3": {
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"sha256": "36c637ed48fbcb9eba34494c73bab23d7a539b745b63beee901d8736abfff450"
}
},
"record_audit": [
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"gold": "yes",
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},
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}
},
{
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},
"correct": {
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}
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{
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},
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}
},
{
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},
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}
},
{
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},
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}
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{
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},
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}
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{
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},
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{
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},
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}
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{
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},
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},
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}
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{
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},
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{
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},
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{
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},
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},
{
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},
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{
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},
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},
{
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"gold": "no",
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},
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},
{
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},
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{
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},
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{
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},
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},
{
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},
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},
{
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},
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},
{
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},
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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},
"correct": {
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},
{
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"Laya typed / full input": "entailment"
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"correct": {
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"APUS-OpenJev 9B": true,
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}
],
"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."
]
}