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train · 2k rows

id stringclasses 400 values	workflow stringclasses 4 values	question stringclasses 15 values	type stringclasses 3 values	probabilities unknown
agent_trace_observability_000000	agent_trace_observability	action	choice	{ "continue": 0.2748348505, "human_review": 0.10956009350000001, "observe": 0.42913878440000003, "stop": 0.1864662716 }
agent_trace_observability_000000	agent_trace_observability	needs_review	noul	{ "false": 0.8383789418, "true": 0.1616210582 }
agent_trace_observability_000000	agent_trace_observability	outcome	choice	{ "failure": 0.07651170160000001, "harmful": 0.018929522600000002, "partial": 0.23319471090000002, "success": 0.6713640649 }
agent_trace_observability_000000	agent_trace_observability	risk	score	{ "0": 0.276255958, "1": 0.6021733035, "2": 0.1018920096, "3": 0.0196787289 }
agent_trace_observability_000000	agent_trace_observability	urgency	score	{ "0": 0.47691585270000003, "1": 0.4398677757, "2": 0.0703543569, "3": 0.0128620148 }
agent_trace_observability_000001	agent_trace_observability	action	choice	{ "continue": 0.2475548806, "human_review": 0.1979447134, "observe": 0.3865426833, "stop": 0.1679577227 }
agent_trace_observability_000001	agent_trace_observability	needs_review	noul	{ "false": 0.6911968190000001, "true": 0.30880318100000004 }
agent_trace_observability_000001	agent_trace_observability	outcome	choice	{ "failure": 0.19222826010000002, "harmful": 0.0271876461, "partial": 0.46347830970000004, "success": 0.3171057841 }
agent_trace_observability_000001	agent_trace_observability	risk	score	{ "0": 0.5141476213, "1": 0.3910793021, "2": 0.0821660495, "3": 0.0126070272 }
agent_trace_observability_000001	agent_trace_observability	urgency	score	{ "0": 0.3726433659, "1": 0.4742896522, "2": 0.1312127213, "3": 0.0218542606 }
agent_trace_observability_000002	agent_trace_observability	action	choice	{ "continue": 0.18005331200000002, "human_review": 0.4166436535, "observe": 0.2811428729, "stop": 0.1221601617 }
agent_trace_observability_000002	agent_trace_observability	needs_review	noul	{ "false": 0.36078383010000004, "true": 0.6392161699000001 }
agent_trace_observability_000002	agent_trace_observability	outcome	choice	{ "failure": 0.44312021970000004, "harmful": 0.0232670271, "partial": 0.4780246992, "success": 0.055588054000000005 }
agent_trace_observability_000002	agent_trace_observability	risk	score	{ "0": 0.4834968, "1": 0.4022973574, "2": 0.0992670451, "3": 0.0149387975 }
agent_trace_observability_000002	agent_trace_observability	urgency	score	{ "0": 0.1739799374, "1": 0.4578526942, "2": 0.3145242203, "3": 0.053643148 }
agent_trace_observability_000003	agent_trace_observability	action	choice	{ "continue": 0.26621213590000004, "human_review": 0.1374969039, "observe": 0.4156749125, "stop": 0.1806160477 }
agent_trace_observability_000003	agent_trace_observability	needs_review	noul	{ "false": 0.7701291299, "true": 0.2298708701 }
agent_trace_observability_000003	agent_trace_observability	outcome	choice	{ "failure": 0.1343664092, "harmful": 0.0216346241, "partial": 0.473594697, "success": 0.3704042697 }
agent_trace_observability_000003	agent_trace_observability	risk	score	{ "0": 0.5176816401000001, "1": 0.4058810591, "2": 0.0650566861, "3": 0.0113806146 }
agent_trace_observability_000003	agent_trace_observability	urgency	score	{ "0": 0.40337151260000004, "1": 0.47044878, "2": 0.1110591876, "3": 0.015120519800000001 }
agent_trace_observability_000004	agent_trace_observability	action	choice	{ "continue": 0.2591189061, "human_review": 0.160478323, "observe": 0.40459924280000004, "stop": 0.17580352800000001 }
agent_trace_observability_000004	agent_trace_observability	needs_review	noul	{ "false": 0.7283942278000001, "true": 0.2716057722 }
agent_trace_observability_000004	agent_trace_observability	outcome	choice	{ "failure": 0.1579018842, "harmful": 0.024343838200000002, "partial": 0.5171515524, "success": 0.30060272520000003 }
agent_trace_observability_000004	agent_trace_observability	risk	score	{ "0": 0.4319001998, "1": 0.47092895220000003, "2": 0.08522762040000001, "3": 0.0119432276 }
agent_trace_observability_000004	agent_trace_observability	urgency	score	{ "0": 0.400064481, "1": 0.4836506325, "2": 0.0997160928, "3": 0.016568793800000002 }
agent_trace_observability_000005	agent_trace_observability	action	choice	{ "continue": 0.2513263248, "human_review": 0.1857255774, "observe": 0.3924315761, "stop": 0.1705165217 }
agent_trace_observability_000005	agent_trace_observability	needs_review	noul	{ "false": 0.7207108446, "true": 0.2792891554 }
agent_trace_observability_000005	agent_trace_observability	outcome	choice	{ "failure": 0.1626301927, "harmful": 0.0257817706, "partial": 0.4215645323, "success": 0.3900235043 }
agent_trace_observability_000005	agent_trace_observability	risk	score	{ "0": 0.17493721610000001, "1": 0.6433513034, "2": 0.1527367953, "3": 0.028974685200000003 }
agent_trace_observability_000005	agent_trace_observability	urgency	score	{ "0": 0.2930861113, "1": 0.5169687509, "2": 0.1663063491, "3": 0.0236387887 }
agent_trace_observability_000006	agent_trace_observability	action	choice	{ "continue": 0.0827078123, "human_review": 0.7320342144, "observe": 0.1291434836, "stop": 0.0561144897 }
agent_trace_observability_000006	agent_trace_observability	needs_review	noul	{ "false": 0.083961371, "true": 0.9160386290000001 }
agent_trace_observability_000006	agent_trace_observability	outcome	choice	{ "failure": 0.11709741280000001, "harmful": 0.7643120448, "partial": 0.1079543614, "success": 0.010636181100000001 }
agent_trace_observability_000006	agent_trace_observability	risk	score	{ "0": 0.0130741069, "1": 0.0559159599, "2": 0.2396913357, "3": 0.6913185975 }
agent_trace_observability_000006	agent_trace_observability	urgency	score	{ "0": 0.0135991363, "1": 0.0888420676, "2": 0.303680014, "3": 0.5938787821 }
agent_trace_observability_000007	agent_trace_observability	action	choice	{ "continue": 0.2311976825, "human_review": 0.250940547, "observe": 0.3610018608, "stop": 0.1568599098 }
agent_trace_observability_000007	agent_trace_observability	needs_review	noul	{ "false": 0.5581444938, "true": 0.4418555062 }
agent_trace_observability_000007	agent_trace_observability	outcome	choice	{ "failure": 0.2653028716, "harmful": 0.0219129965, "partial": 0.5724359999, "success": 0.14034813200000001 }
agent_trace_observability_000007	agent_trace_observability	risk	score	{ "0": 0.33638856040000004, "1": 0.5209105580000001, "2": 0.124606033, "3": 0.0180948487 }
agent_trace_observability_000007	agent_trace_observability	urgency	score	{ "0": 0.2584076121, "1": 0.5078562950000001, "2": 0.20827581520000002, "3": 0.0254602778 }
agent_trace_observability_000008	agent_trace_observability	action	choice	{ "continue": 0.0886851604, "human_review": 0.7126681504, "observe": 0.1384767684, "stop": 0.0601699209 }
agent_trace_observability_000008	agent_trace_observability	needs_review	noul	{ "false": 0.0849083472, "true": 0.9150916528 }
agent_trace_observability_000008	agent_trace_observability	outcome	choice	{ "failure": 0.1321034945, "harmful": 0.7147735893, "partial": 0.1413240356, "success": 0.0117988806 }
agent_trace_observability_000008	agent_trace_observability	risk	score	{ "0": 0.011293140600000001, "1": 0.054792341200000004, "2": 0.2330925248, "3": 0.7008219934000001 }
agent_trace_observability_000008	agent_trace_observability	urgency	score	{ "0": 0.014621116100000001, "1": 0.0857291295, "2": 0.3656703825, "3": 0.5339793719 }
agent_trace_observability_000009	agent_trace_observability	action	choice	{ "continue": 0.09175615740000001, "human_review": 0.7027183995, "observe": 0.1432719533, "stop": 0.0622534898 }
agent_trace_observability_000009	agent_trace_observability	needs_review	noul	{ "false": 0.09423201240000001, "true": 0.9057679876 }
agent_trace_observability_000009	agent_trace_observability	outcome	choice	{ "failure": 0.1110408378, "harmful": 0.7101444786000001, "partial": 0.16367705800000001, "success": 0.0151376255 }
agent_trace_observability_000009	agent_trace_observability	risk	score	{ "0": 0.0113148329, "1": 0.0530022577, "2": 0.2528706003, "3": 0.6828123091 }
agent_trace_observability_000009	agent_trace_observability	urgency	score	{ "0": 0.014308010400000001, "1": 0.1144239321, "2": 0.3561062068, "3": 0.5151618508 }
agent_trace_observability_000010	agent_trace_observability	action	choice	{ "continue": 0.25112577950000003, "human_review": 0.18637532580000002, "observe": 0.39211843620000003, "stop": 0.17038045840000002 }
agent_trace_observability_000010	agent_trace_observability	needs_review	noul	{ "false": 0.6914540370000001, "true": 0.30854596300000003 }
agent_trace_observability_000010	agent_trace_observability	outcome	choice	{ "failure": 0.1602753619, "harmful": 0.0182281107, "partial": 0.5537263714, "success": 0.26777015600000004 }
agent_trace_observability_000010	agent_trace_observability	risk	score	{ "0": 0.3443842619, "1": 0.5421940565, "2": 0.09784671410000001, "3": 0.0155749675 }
agent_trace_observability_000010	agent_trace_observability	urgency	score	{ "0": 0.3192077701, "1": 0.5298390315, "2": 0.13159010470000002, "3": 0.019363093600000002 }
agent_trace_observability_000011	agent_trace_observability	action	choice	{ "continue": 0.2783635154, "human_review": 0.09812754030000001, "observe": 0.4346485914, "stop": 0.188860353 }
agent_trace_observability_000011	agent_trace_observability	needs_review	noul	{ "false": 0.8347257547, "true": 0.1652742453 }
agent_trace_observability_000011	agent_trace_observability	outcome	choice	{ "failure": 0.0809740644, "harmful": 0.0210700111, "partial": 0.3054593701, "success": 0.5924965544 }
agent_trace_observability_000011	agent_trace_observability	risk	score	{ "0": 0.6445932078000001, "1": 0.3102350324, "2": 0.037731129700000005, "3": 0.007440630100000001 }
agent_trace_observability_000011	agent_trace_observability	urgency	score	{ "0": 0.5119630639, "1": 0.4202380834, "2": 0.0583073808, "3": 0.0094914718 }
agent_trace_observability_000012	agent_trace_observability	action	choice	{ "continue": 0.2349339157, "human_review": 0.23883549110000002, "observe": 0.3668357738, "stop": 0.1593948194 }
agent_trace_observability_000012	agent_trace_observability	needs_review	noul	{ "false": 0.6017834302, "true": 0.39821656980000003 }
agent_trace_observability_000012	agent_trace_observability	outcome	choice	{ "failure": 0.0902469864, "harmful": 0.0314426209, "partial": 0.4672681845, "success": 0.4110422083 }
agent_trace_observability_000012	agent_trace_observability	risk	score	{ "0": 0.1796619938, "1": 0.3426241152, "2": 0.4351980348, "3": 0.0425158562 }
agent_trace_observability_000012	agent_trace_observability	urgency	score	{ "0": 0.33706052940000003, "1": 0.46002820310000003, "2": 0.17882429190000002, "3": 0.0240869756 }
agent_trace_observability_000013	agent_trace_observability	action	choice	{ "continue": 0.2514717911, "human_review": 0.1852542797, "observe": 0.3926587134, "stop": 0.1706152158 }
agent_trace_observability_000013	agent_trace_observability	needs_review	noul	{ "false": 0.6892198842, "true": 0.31078011580000003 }
agent_trace_observability_000013	agent_trace_observability	outcome	choice	{ "failure": 0.1827829184, "harmful": 0.0187214445, "partial": 0.5592760928, "success": 0.2392195443 }
agent_trace_observability_000013	agent_trace_observability	risk	score	{ "0": 0.4209070556, "1": 0.4713754035, "2": 0.0949990711, "3": 0.0127184697 }
agent_trace_observability_000013	agent_trace_observability	urgency	score	{ "0": 0.295402057, "1": 0.5398980918, "2": 0.1449966474, "3": 0.0197032037 }
agent_trace_observability_000014	agent_trace_observability	action	choice	{ "continue": 0.22545858070000002, "human_review": 0.2695347144, "observe": 0.35204058400000005, "stop": 0.1529661208 }
agent_trace_observability_000014	agent_trace_observability	needs_review	noul	{ "false": 0.5629267457, "true": 0.4370732543 }
agent_trace_observability_000014	agent_trace_observability	outcome	choice	{ "failure": 0.2612157619, "harmful": 0.0258863923, "partial": 0.5044102765, "success": 0.2084875693 }
agent_trace_observability_000014	agent_trace_observability	risk	score	{ "0": 0.3314506032, "1": 0.4841427768, "2": 0.1573353453, "3": 0.027071274700000002 }
agent_trace_observability_000014	agent_trace_observability	urgency	score	{ "0": 0.2829749133, "1": 0.5326875438, "2": 0.1588352045, "3": 0.0255023383 }
agent_trace_observability_000015	agent_trace_observability	action	choice	{ "continue": 0.09055462110000001, "human_review": 0.7066112678, "observe": 0.1413958236, "stop": 0.0614382876 }
agent_trace_observability_000015	agent_trace_observability	needs_review	noul	{ "false": 0.08956805520000001, "true": 0.9104319448 }
agent_trace_observability_000015	agent_trace_observability	outcome	choice	{ "failure": 0.1165742364, "harmful": 0.7683064002000001, "partial": 0.10580418030000001, "success": 0.009315183000000001 }
agent_trace_observability_000015	agent_trace_observability	risk	score	{ "0": 0.011379417900000001, "1": 0.0530109322, "2": 0.2031765109, "3": 0.7324331390000001 }
agent_trace_observability_000015	agent_trace_observability	urgency	score	{ "0": 0.0155819287, "1": 0.103343928, "2": 0.3766418703, "3": 0.504432273 }
agent_trace_observability_000016	agent_trace_observability	action	choice	{ "continue": 0.0853178101, "human_review": 0.723578059, "observe": 0.1332188449, "stop": 0.0578852861 }
agent_trace_observability_000016	agent_trace_observability	needs_review	noul	{ "false": 0.1032586681, "true": 0.8967413319 }
agent_trace_observability_000016	agent_trace_observability	outcome	choice	{ "failure": 0.12829917130000001, "harmful": 0.7546884537, "partial": 0.10720863380000001, "success": 0.0098037412 }
agent_trace_observability_000016	agent_trace_observability	risk	score	{ "0": 0.0136868853, "1": 0.0585857387, "2": 0.2561155316, "3": 0.6716118444 }
agent_trace_observability_000016	agent_trace_observability	urgency	score	{ "0": 0.0159994377, "1": 0.0966308803, "2": 0.34306420930000003, "3": 0.5443054727000001 }
agent_trace_observability_000017	agent_trace_observability	action	choice	{ "continue": 0.1640638481, "human_review": 0.4684480615, "observe": 0.2561762462, "stop": 0.11131184420000001 }
agent_trace_observability_000017	agent_trace_observability	needs_review	noul	{ "false": 0.4362529926, "true": 0.5637470074 }
agent_trace_observability_000017	agent_trace_observability	outcome	choice	{ "failure": 0.1421958605, "harmful": 0.0319710134, "partial": 0.4212291643, "success": 0.4046039618 }
agent_trace_observability_000017	agent_trace_observability	risk	score	{ "0": 0.0505720816, "1": 0.276243205, "2": 0.5636754123000001, "3": 0.1095093011 }
agent_trace_observability_000017	agent_trace_observability	urgency	score	{ "0": 0.07456130200000001, "1": 0.4379219279, "2": 0.3915398188, "3": 0.09597695120000001 }
agent_trace_observability_000018	agent_trace_observability	action	choice	{ "continue": 0.2766972582, "human_review": 0.1035260618, "observe": 0.4320468268, "stop": 0.1877298531 }
agent_trace_observability_000018	agent_trace_observability	needs_review	noul	{ "false": 0.8258186812, "true": 0.1741813188 }
agent_trace_observability_000018	agent_trace_observability	outcome	choice	{ "failure": 0.1129462824, "harmful": 0.017531256800000002, "partial": 0.4907271455, "success": 0.37879531520000004 }
agent_trace_observability_000018	agent_trace_observability	risk	score	{ "0": 0.7565286879, "1": 0.21275125890000002, "2": 0.025595513, "3": 0.0051245401 }
agent_trace_observability_000018	agent_trace_observability	urgency	score	{ "0": 0.5866633634, "1": 0.3471138882, "2": 0.056746730700000005, "3": 0.0094760177 }
agent_trace_observability_000019	agent_trace_observability	action	choice	{ "continue": 0.1946322544, "human_review": 0.3694092067, "observe": 0.3039070515, "stop": 0.1320514875 }
agent_trace_observability_000019	agent_trace_observability	needs_review	noul	{ "false": 0.5473168887000001, "true": 0.4526831113 }
agent_trace_observability_000019	agent_trace_observability	outcome	choice	{ "failure": 0.1063006836, "harmful": 0.0255532773, "partial": 0.4965594049, "success": 0.3715866342 }
agent_trace_observability_000019	agent_trace_observability	risk	score	{ "0": 0.2121144962, "1": 0.3003646012, "2": 0.45142244140000004, "3": 0.0360984611 }
agent_trace_observability_000019	agent_trace_observability	urgency	score	{ "0": 0.3017155881, "1": 0.4755893539, "2": 0.199936094, "3": 0.0227589639 }

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ZhiPan2.1-4B — Typed Decisions test-split predictions

Closed-weights specialist model ZhiPan2.1-4B (Qwen3.5-4B backbone + typed decision head, per-workflow per-primitive calibration), fitted on the Typed Decisions train split only.

Naming correction: initially announced as ZhiPan3-4B in discussion #72; per our versioning policy this iteration (calibration on the same architecture) is ZhiPan2.1-4B. The ZhiPan3 slot is reserved for an architecture-level change.

Self-reported results (official scorer formulas, test split, 400 cases / 2000 decisions)

accuracy	KL from gold	Brier	ECE (10 bins)
0.8005	0.0967	0.0503	0.1598

Per-primitive top-1: choice 74.33 (n=600) · noul 87.67 (n=600) · score 78.62 (n=800)

Files

predictions.jsonl — one line per decision: {id, workflow, question, type, probabilities} (probabilities keyed by official gold label order; noul uses true/false labels). Re-scorable with bench/score_with_jobs.py::score_one from the benchmark repo.

Notes

Kind: specialist (fitted on train) — not comparable with zero-shot rows.
Weights stay closed; predictions are public so the scores can be re-derived.
ZhiPan2.1 = base model + per-workflow per-primitive calibration (log-space gamma/bias with a direction-matching prior), trained on the train split only.
Gold argmax ties break to the first max in the official gold.probabilities key order, matching the bench scorer.

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