soft-decider-421m / benchmark_report.json
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soft-decider-421m: RLCD fine-tune of laya on typed-decisions with holdout calibration
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{
"benchmark": "LocalLLaMA/typed-decisions test split",
"published": {
"TypeSafe Jev 1.13.0 (published)": {
"acc": 0.727,
"soft": 0.58,
"brier": 0.148,
"ece": 0.144,
"mae": 0.391,
"ms": 710
},
"laya-typed-decisions (published)": {
"acc": 0.766,
"soft": 0.471,
"brier": 0.062,
"ece": 0.213,
"mae": 0.242,
"ms": null
},
"teacher self-agreement ceiling": {
"acc": 0.735,
"soft": null,
"brier": null,
"ece": null,
"mae": null,
"ms": null
},
"majority class": {
"acc": 0.461,
"soft": null,
"brier": null,
"ece": null,
"mae": null,
"ms": null
}
},
"measured": {
"ours": {
"n_decisions": 1995,
"accuracy": 0.7609,
"soft_accuracy": 0.5404,
"brier": 0.2014,
"kl": 0.3524,
"tv": 0.2798,
"ece": 0.1382,
"score_mae": 0.2368,
"within_1_level": 0.9925,
"auroc_conf": 0.7862,
"aurc": 0.0931,
"latency_p50_ms": 49.2,
"latency_p95_ms": 61.1,
"per_workflow": {
"agent_trace_observability": 0.7434,
"customer_service": 0.762,
"invoice_processing": 0.786,
"security_incidents": 0.752
},
"per_type": {
"choice": 0.7441,
"noul": 0.8581,
"score": 0.7005
}
},
"laya-td": {
"n_decisions": 1995,
"accuracy": 0.7664,
"soft_accuracy": 0.4999,
"brier": 0.2134,
"kl": 0.3839,
"tv": 0.3126,
"ece": 0.2135,
"score_mae": 0.2429,
"within_1_level": 0.995,
"auroc_conf": 0.7569,
"aurc": 0.099,
"auto_decidable_5pct": 0.3779,
"choice_flip_rate": 0.0652,
"latency_p50_ms": 52.6,
"latency_p95_ms": 66.5,
"per_workflow": {
"agent_trace_observability": 0.7293,
"customer_service": 0.762,
"invoice_processing": 0.802,
"security_incidents": 0.772
},
"per_type": {
"choice": 0.7291,
"noul": 0.8564,
"score": 0.7268
}
},
"dir:d:\\QoderCN\\jev_finetune\\output\\model_soft": {
"n_decisions": 1995,
"accuracy": 0.7739,
"soft_accuracy": 0.5511,
"brier": 0.1922,
"kl": 0.3395,
"tv": 0.2696,
"ece": 0.1407,
"score_mae": 0.2212,
"within_1_level": 0.99,
"auroc_conf": 0.7825,
"aurc": 0.0872,
"auto_decidable_5pct": 0.3739,
"choice_flip_rate": 0.0769,
"latency_p50_ms": 53.6,
"latency_p95_ms": 68.2,
"per_workflow": {
"agent_trace_observability": 0.7293,
"customer_service": 0.788,
"invoice_processing": 0.814,
"security_incidents": 0.764
},
"per_type": {
"choice": 0.7475,
"noul": 0.8514,
"score": 0.7356
}
},
"dir:d:\\QoderCN\\jev_finetune\\output\\model_aug": {
"n_decisions": 1995,
"accuracy": 0.7444,
"soft_accuracy": 0.5225,
"brier": 0.2179,
"kl": 0.3868,
"tv": 0.299,
"ece": 0.1404,
"score_mae": 0.2857,
"within_1_level": 0.9862,
"auroc_conf": 0.7683,
"aurc": 0.1079,
"auto_decidable_5pct": 0.3208,
"choice_flip_rate": 0.0585,
"latency_p50_ms": 52.8,
"latency_p95_ms": 64.8,
"per_workflow": {
"agent_trace_observability": 0.7374,
"customer_service": 0.738,
"invoice_processing": 0.752,
"security_incidents": 0.75
},
"per_type": {
"choice": 0.7207,
"noul": 0.8381,
"score": 0.6917
}
},
"open-jev-deberta": {
"n_decisions": 2000,
"accuracy": 0.435,
"soft_accuracy": 0.3539,
"brier": 0.4513,
"kl": 0.8118,
"tv": 0.505,
"ece": 0.0775,
"score_mae": 0.7213,
"within_1_level": 0.7388,
"auroc_conf": 0.6413,
"aurc": 0.4539,
"auto_decidable_5pct": 0.002,
"choice_flip_rate": 0.1917,
"latency_p50_ms": 163.8,
"latency_p95_ms": 178.6,
"per_workflow": {
"agent_trace_observability": 0.394,
"customer_service": 0.512,
"invoice_processing": 0.394,
"security_incidents": 0.44
},
"per_type": {
"choice": 0.4483,
"noul": 0.6133,
"score": 0.2913
}
}
}
}