{ "model": { "provider": "TypeSafe", "id": "jev-1.13.0", "endpoint": "https://api.typesafe.ai/v1/systemone" }, "n_cases": 750, "n_predictions": 6900, "source": { "repo": "clinc/oos-eval", "revision": "828f8093932c8fe6ca7936c3d2e52903b1c523de", "file_sha256": "36923c3705a59e08fe9c3883d8bc2dd966ef93e22cb78ac41171782a698d56e0", "paper": "https://aclanthology.org/D19-1131/" }, "retriever": { "type": "document BM25, maximum document score per intent", "k1": 1.2, "b": 0.75, "corpus_n": 14700, "query_text_leakage": 0 }, "summaries": { "artificial|k5|calibration": { "n_queries": 300, "n_covered": 300, "n_missing_inscope": 300, "n_global_oos": 0, "retrieval_coverage": null, "covered": { "correct": { "n_text": 300, "value": 0.9466666666666667, "bootstrap95": [ 0.92, 0.97 ] }, "wrong": { "n_text": 300, "value": 0.03333333333333333, "bootstrap95": [ 0.016666666666666666, 0.056666666666666664 ] }, "reject": { "n_text": 300, "value": 0.02, "bootstrap95": [ 0.006666666666666667, 0.03666666666666667 ] }, "failure": { "n_text": 300, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "missing_inscope": { "reject": { "n_text": 300, "value": 0.6166666666666667, "bootstrap95": [ 0.56, 0.67 ] }, "accept": { "n_text": 300, "value": 0.38333333333333336, "bootstrap95": [ 0.33, 0.44 ] }, "failure": { "n_text": 300, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "global_oos": { "reject": { "n_text": 0, "value": null, "bootstrap95": null }, "accept": { "n_text": 0, "value": null, "bootstrap95": null }, "failure": { "n_text": 0, "value": null, "bootstrap95": null } } }, "artificial|k5|test": { "n_queries": 300, "n_covered": 300, "n_missing_inscope": 300, "n_global_oos": 0, "retrieval_coverage": null, "covered": { "correct": { "n_text": 300, "value": 0.93, "bootstrap95": [ 0.9, 0.9566666666666667 ] }, "wrong": { "n_text": 300, "value": 0.03666666666666667, "bootstrap95": [ 0.016666666666666666, 0.06 ] }, "reject": { "n_text": 300, "value": 0.03333333333333333, "bootstrap95": [ 0.013333333333333334, 0.05341666666666622 ] }, "failure": { "n_text": 300, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "missing_inscope": { "reject": { "n_text": 300, "value": 0.6366666666666667, "bootstrap95": [ 0.58, 0.6866666666666666 ] }, "accept": { "n_text": 300, "value": 0.36333333333333334, "bootstrap95": [ 0.31333333333333335, 0.42 ] }, "failure": { "n_text": 300, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "global_oos": { "reject": { "n_text": 0, "value": null, "bootstrap95": null }, "accept": { "n_text": 0, "value": null, "bootstrap95": null }, "failure": { "n_text": 0, "value": null, "bootstrap95": null } } }, "natural_retrieval|k2|calibration": { "n_queries": 350, "n_covered": 286, "n_missing_inscope": 14, "n_global_oos": 50, "retrieval_coverage": { "n_text": 300, "value": 0.9533333333333334, "bootstrap95": [ 0.9299166666666667, 0.9766666666666667 ] }, "covered": { "correct": { "n_text": 286, "value": 0.9685314685314685, "bootstrap95": [ 0.9475524475524476, 0.986013986013986 ] }, "wrong": { "n_text": 286, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] }, "reject": { "n_text": 286, "value": 0.03146853146853147, "bootstrap95": [ 0.013986013986013986, 0.05244755244755245 ] }, "failure": { "n_text": 286, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "missing_inscope": { "reject": { "n_text": 14, "value": 0.7142857142857143, "bootstrap95": [ 0.5, 0.9285714285714286 ] }, "accept": { "n_text": 14, "value": 0.2857142857142857, "bootstrap95": [ 0.07142857142857142, 0.5 ] }, "failure": { "n_text": 14, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "global_oos": { "reject": { "n_text": 50, "value": 0.82, "bootstrap95": [ 0.7, 0.92 ] }, "accept": { "n_text": 50, "value": 0.18, "bootstrap95": [ 0.08, 0.3 ] }, "failure": { "n_text": 50, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } } }, "natural_retrieval|k2|test": { "n_queries": 400, "n_covered": 269, "n_missing_inscope": 31, "n_global_oos": 100, "retrieval_coverage": { "n_text": 300, "value": 0.8966666666666666, "bootstrap95": [ 0.86, 0.93 ] }, "covered": { "correct": { "n_text": 269, "value": 0.9479553903345725, "bootstrap95": [ 0.9219330855018587, 0.9739776951672863 ] }, "wrong": { "n_text": 269, "value": 0.01858736059479554, "bootstrap95": [ 0.0037174721189591076, 0.03717472118959108 ] }, "reject": { "n_text": 269, "value": 0.03345724907063197, "bootstrap95": [ 0.01486988847583643, 0.055762081784386616 ] }, "failure": { "n_text": 269, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "missing_inscope": { "reject": { "n_text": 31, "value": 0.8387096774193549, "bootstrap95": [ 0.7096774193548387, 0.967741935483871 ] }, "accept": { "n_text": 31, "value": 0.16129032258064516, "bootstrap95": [ 0.03225806451612903, 0.2903225806451613 ] }, "failure": { "n_text": 31, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "global_oos": { "reject": { "n_text": 100, "value": 0.84, "bootstrap95": [ 0.77, 0.91 ] }, "accept": { "n_text": 100, "value": 0.16, "bootstrap95": [ 0.09, 0.23 ] }, "failure": { "n_text": 100, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } } }, "natural_retrieval|k5|calibration": { "n_queries": 350, "n_covered": 297, "n_missing_inscope": 3, "n_global_oos": 50, "retrieval_coverage": { "n_text": 300, "value": 0.99, "bootstrap95": [ 0.9766666666666667, 1.0 ] }, "covered": { "correct": { "n_text": 297, "value": 0.9528619528619529, "bootstrap95": [ 0.9292929292929293, 0.9764309764309764 ] }, "wrong": { "n_text": 297, "value": 0.026936026936026935, "bootstrap95": [ 0.010101010101010102, 0.04713804713804714 ] }, "reject": { "n_text": 297, "value": 0.020202020202020204, "bootstrap95": [ 0.006734006734006734, 0.037037037037037035 ] }, "failure": { "n_text": 297, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "missing_inscope": { "reject": { "n_text": 3, "value": 0.6666666666666666, "bootstrap95": [ 0.0, 1.0 ] }, "accept": { "n_text": 3, "value": 0.3333333333333333, "bootstrap95": [ 0.0, 1.0 ] }, "failure": { "n_text": 3, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "global_oos": { "reject": { "n_text": 50, "value": 0.78, "bootstrap95": [ 0.66, 0.88 ] }, "accept": { "n_text": 50, "value": 0.22, "bootstrap95": [ 0.12, 0.34 ] }, "failure": { "n_text": 50, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } } }, "natural_retrieval|k5|test": { "n_queries": 400, "n_covered": 289, "n_missing_inscope": 11, "n_global_oos": 100, "retrieval_coverage": { "n_text": 300, "value": 0.9633333333333334, "bootstrap95": [ 0.94, 0.9833333333333333 ] }, "covered": { "correct": { "n_text": 289, "value": 0.9204152249134948, "bootstrap95": [ 0.889273356401384, 0.9515570934256056 ] }, "wrong": { "n_text": 289, "value": 0.03806228373702422, "bootstrap95": [ 0.01730103806228374, 0.058823529411764705 ] }, "reject": { "n_text": 289, "value": 0.04152249134948097, "bootstrap95": [ 0.020761245674740483, 0.0657439446366782 ] }, "failure": { "n_text": 289, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "missing_inscope": { "reject": { "n_text": 11, "value": 0.7272727272727273, "bootstrap95": [ 0.45454545454545453, 1.0 ] }, "accept": { "n_text": 11, "value": 0.2727272727272727, "bootstrap95": [ 0.0, 0.5454545454545454 ] }, "failure": { "n_text": 11, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "global_oos": { "reject": { "n_text": 100, "value": 0.77, "bootstrap95": [ 0.68, 0.85 ] }, "accept": { "n_text": 100, "value": 0.23, "bootstrap95": [ 0.15, 0.32 ] }, "failure": { "n_text": 100, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } } }, "natural_retrieval|k10|calibration": { "n_queries": 350, "n_covered": 299, "n_missing_inscope": 1, "n_global_oos": 50, "retrieval_coverage": { "n_text": 300, "value": 0.9966666666666667, "bootstrap95": [ 0.99, 1.0 ] }, "covered": { "correct": { "n_text": 299, "value": 0.9431438127090301, "bootstrap95": [ 0.9163879598662207, 0.9665551839464883 ] }, "wrong": { "n_text": 299, "value": 0.04013377926421405, "bootstrap95": [ 0.020066889632107024, 0.06354515050167224 ] }, "reject": { "n_text": 299, "value": 0.016722408026755852, "bootstrap95": [ 0.0033444816053511705, 0.033444816053511704 ] }, "failure": { "n_text": 299, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "missing_inscope": { "reject": { "n_text": 1, "value": 1.0, "bootstrap95": [ 1.0, 1.0 ] }, "accept": { "n_text": 1, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] }, "failure": { "n_text": 1, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "global_oos": { "reject": { "n_text": 50, "value": 0.82, "bootstrap95": [ 0.7, 0.92 ] }, "accept": { "n_text": 50, "value": 0.18, "bootstrap95": [ 0.08, 0.3 ] }, "failure": { "n_text": 50, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } } }, "natural_retrieval|k10|test": { "n_queries": 400, "n_covered": 295, "n_missing_inscope": 5, "n_global_oos": 100, "retrieval_coverage": { "n_text": 300, "value": 0.9833333333333333, "bootstrap95": [ 0.9666666666666667, 0.9966666666666667 ] }, "covered": { "correct": { "n_text": 295, "value": 0.911864406779661, "bootstrap95": [ 0.8779661016949153, 0.9423728813559322 ] }, "wrong": { "n_text": 295, "value": 0.0576271186440678, "bootstrap95": [ 0.033813559322033906, 0.08813559322033898 ] }, "reject": { "n_text": 295, "value": 0.030508474576271188, "bootstrap95": [ 0.013559322033898305, 0.05084745762711865 ] }, "failure": { "n_text": 295, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "missing_inscope": { "reject": { "n_text": 5, "value": 0.8, "bootstrap95": [ 0.4, 1.0 ] }, "accept": { "n_text": 5, "value": 0.2, "bootstrap95": [ 0.0, 0.6 ] }, "failure": { "n_text": 5, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } }, "global_oos": { "reject": { "n_text": 100, "value": 0.75, "bootstrap95": [ 0.66, 0.83 ] }, "accept": { "n_text": 100, "value": 0.25, "bootstrap95": [ 0.17, 0.34 ] }, "failure": { "n_text": 100, "value": 0.0, "bootstrap95": [ 0.0, 0.0 ] } } } }, "score_policies": { "artificial|k5|none_probability": { "threshold": 0.09, "n_cal_covered": 300, "n_cal_missing": 300, "test_f": { "n_text": 300, "value": 0.09, "bootstrap95": [ 0.06, 0.12333333333333334 ] }, "test_missing_inscope_d": { "n_text": 300, "value": 0.7833333333333333, "bootstrap95": [ 0.7366666666666667, 0.83 ] }, "test_global_oos_d": { "n_text": 0, "value": null, "bootstrap95": null }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "artificial|k5|negative_max": { "threshold": -0.95, "n_cal_covered": 300, "n_cal_missing": 300, "test_f": { "n_text": 300, "value": 0.11333333333333333, "bootstrap95": [ 0.08, 0.15 ] }, "test_missing_inscope_d": { "n_text": 300, "value": 0.58, "bootstrap95": [ 0.5233333333333333, 0.64 ] }, "test_global_oos_d": { "n_text": 0, "value": null, "bootstrap95": null }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "artificial|k5|normalized_entropy": { "threshold": 0.12334445573339317, "n_cal_covered": 300, "n_cal_missing": 300, "test_f": { "n_text": 300, "value": 0.11666666666666667, "bootstrap95": [ 0.08333333333333333, 0.15333333333333332 ] }, "test_missing_inscope_d": { "n_text": 300, "value": 0.6033333333333334, "bootstrap95": [ 0.5466666666666666, 0.6566666666666666 ] }, "test_global_oos_d": { "n_text": 0, "value": null, "bootstrap95": null }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "natural_retrieval|k2|none_probability": { "threshold": 0.18, "n_cal_covered": 286, "n_cal_missing": 64, "test_f": { "n_text": 269, "value": 0.06319702602230483, "bootstrap95": [ 0.03717472118959108, 0.09293680297397769 ] }, "test_missing_inscope_d": { "n_text": 31, "value": 0.9032258064516129, "bootstrap95": [ 0.7741935483870968, 1.0 ] }, "test_global_oos_d": { "n_text": 100, "value": 0.89, "bootstrap95": [ 0.83, 0.95 ] }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "natural_retrieval|k2|negative_max": { "threshold": -0.92, "n_cal_covered": 286, "n_cal_missing": 64, "test_f": { "n_text": 269, "value": 0.06691449814126393, "bootstrap95": [ 0.03717472118959108, 0.09665427509293681 ] }, "test_missing_inscope_d": { "n_text": 31, "value": 0.41935483870967744, "bootstrap95": [ 0.25806451612903225, 0.6129032258064516 ] }, "test_global_oos_d": { "n_text": 100, "value": 0.46, "bootstrap95": [ 0.36, 0.56 ] }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "natural_retrieval|k2|normalized_entropy": { "threshold": 0.4021791902022729, "n_cal_covered": 286, "n_cal_missing": 64, "test_f": { "n_text": 269, "value": 0.06691449814126393, "bootstrap95": [ 0.03717472118959108, 0.09665427509293681 ] }, "test_missing_inscope_d": { "n_text": 31, "value": 0.41935483870967744, "bootstrap95": [ 0.25806451612903225, 0.6129032258064516 ] }, "test_global_oos_d": { "n_text": 100, "value": 0.46, "bootstrap95": [ 0.36, 0.56 ] }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "natural_retrieval|k5|none_probability": { "threshold": 0.16, "n_cal_covered": 297, "n_cal_missing": 53, "test_f": { "n_text": 289, "value": 0.06228373702422145, "bootstrap95": [ 0.03460207612456748, 0.08996539792387544 ] }, "test_missing_inscope_d": { "n_text": 11, "value": 0.7272727272727273, "bootstrap95": [ 0.45454545454545453, 1.0 ] }, "test_global_oos_d": { "n_text": 100, "value": 0.83, "bootstrap95": [ 0.75, 0.9 ] }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "natural_retrieval|k5|negative_max": { "threshold": -0.88, "n_cal_covered": 297, "n_cal_missing": 53, "test_f": { "n_text": 289, "value": 0.09688581314878893, "bootstrap95": [ 0.0657439446366782, 0.1314878892733564 ] }, "test_missing_inscope_d": { "n_text": 11, "value": 0.7272727272727273, "bootstrap95": [ 0.45454545454545453, 1.0 ] }, "test_global_oos_d": { "n_text": 100, "value": 0.5, "bootstrap95": [ 0.4, 0.6 ] }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "natural_retrieval|k5|normalized_entropy": { "threshold": 0.23307715870687665, "n_cal_covered": 297, "n_cal_missing": 53, "test_f": { "n_text": 289, "value": 0.10034602076124567, "bootstrap95": [ 0.06920415224913495, 0.13494809688581316 ] }, "test_missing_inscope_d": { "n_text": 11, "value": 0.7272727272727273, "bootstrap95": [ 0.45454545454545453, 1.0 ] }, "test_global_oos_d": { "n_text": 100, "value": 0.57, "bootstrap95": [ 0.48, 0.66 ] }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "natural_retrieval|k10|none_probability": { "threshold": 0.34, "n_cal_covered": 299, "n_cal_missing": 51, "test_f": { "n_text": 295, "value": 0.030508474576271188, "bootstrap95": [ 0.013559322033898305, 0.05084745762711865 ] }, "test_missing_inscope_d": { "n_text": 5, "value": 0.8, "bootstrap95": [ 0.4, 1.0 ] }, "test_global_oos_d": { "n_text": 100, "value": 0.79, "bootstrap95": [ 0.70975, 0.8602499999999986 ] }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "natural_retrieval|k10|negative_max": { "threshold": -0.82, "n_cal_covered": 299, "n_cal_missing": 51, "test_f": { "n_text": 295, "value": 0.0847457627118644, "bootstrap95": [ 0.05423728813559322, 0.11864406779661017 ] }, "test_missing_inscope_d": { "n_text": 5, "value": 0.4, "bootstrap95": [ 0.0, 0.8 ] }, "test_global_oos_d": { "n_text": 100, "value": 0.54, "bootstrap95": [ 0.44, 0.64 ] }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." }, "natural_retrieval|k10|normalized_entropy": { "threshold": 0.2071917108496672, "n_cal_covered": 299, "n_cal_missing": 51, "test_f": { "n_text": 295, "value": 0.09152542372881356, "bootstrap95": [ 0.061016949152542375, 0.12542372881355932 ] }, "test_missing_inscope_d": { "n_text": 5, "value": 0.6, "bootstrap95": [ 0.2, 1.0 ] }, "test_global_oos_d": { "n_text": 100, "value": 0.57, "bootstrap95": [ 0.47, 0.67 ] }, "note": "Calibration-only threshold; missing pool uses the recorded calibration mixture, including public OOS in natural track." } }, "sha256": { "manifest.json": "f4883c4b616b7d0fcfbb96a8540662bc1a83b5fb94a9e4f0c6b28f7ddeb3f2c3", "cases.jsonl": "a3cf3cfda039979c1a1e410423290ddd5844a9dd69f29d659e55ee7332c300d4", "requests.jsonl": "8fe8d2be840a3af479cf56d9c19a9909c0349b1c2dd034dc50203601ef6c2190", "predictions.jsonl": "1586aef961fedfcd0019dfd73945d6e6af0a2ccce08d4d943a3061743f85a12c" }, "notes": [ "Artificial omission, naturally missed in-scope candidates and global OOS are separate populations.", "No gold repair in natural retrieval; selected query texts excluded from training retrieval corpus.", "Rates are conditional on each stated subset; no pooling into a deployment OOS prevalence estimate.", "2000 text bootstrap draws, marginal. Synthetic present/absent copies are matched by query; per-track D/F intervals are marginal rates.", "No invented probabilities for the discrete Qwen track." ] }