Datasets:

youdotcom
/

minimax-m3-deepsearchqa-skill-eval

label stringclasses 1 value	taskId stringlengths 14 16	trialIndex int64 0 2	trialId stringlengths 77 79	model stringclasses 2 values	provider stringclasses 2 values	thinkingLevel stringclasses 2 values	status stringclasses 3 values	score float64 0 1	pass bool 2 classes	gradable bool 2 classes	fullyCorrect bool 2 classes	fullyIncorrect bool 2 classes	correctWithExtraneousAnswers bool 2 classes	partiallyCorrect bool 2 classes	correctCount int64 0 69	expectedCount int64 0 69	excessiveCount int64 0 43	durationMs int64 4.84k 600k	toolCallCount int64 0 194	failedToolCallCount int64 0 11	modelCostUsd float64 0 2.32	youApiCostUsd float64 0 0.41	totalCostUsd float64 0 2.41	inputTokens int64 0 3.93M	outputTokens int64 0 101k	totalTokens int64 0 27.8M	searchCalls int64 0 75	searchExtractionPages int64 0 158	contentsCalls int64 0 72	contentsPages int64 0 256
minimax-m3-you-web	deepsearchqa-0	0	minimax-m3-you-web-2026-08-20T121910668Z-ca966ebb-deepsearchqa-0-d05bc4476a-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	100,346	32	0	0.136311	0.066	0.202311	364,539	3,738	742,677	9	0	7	21
minimax-m3-you-web	deepsearchqa-0	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-0-d05bc4476a-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	188,650	56	0	0.222057	0.087	0.309057	471,642	6,548	1,689,966	12	0	16	27
minimax-m3-you-web	deepsearchqa-0	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-0-d05bc4476a-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	160,658	46	0	0.211379	0.079	0.290379	467,635	11,400	1,435,835	11	0	12	24
minimax-m3-you-web	deepsearchqa-1	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-1-35f7efb093-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	3	3	0	25,843	16	0	0.008672	0.04	0.048672	17,566	1,286	49,828	8	0	0	0
minimax-m3-you-web	deepsearchqa-1	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-1-35f7efb093-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	3	3	0	29,555	12	0	0.011542	0.03	0.041542	29,243	1,501	46,872	6	0	0	0
minimax-m3-you-web	deepsearchqa-1	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-1-35f7efb093-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	3	3	0	23,499	12	0	0.009141	0.03	0.039141	20,698	1,349	43,935	6	0	0	0
minimax-m3-you-web	deepsearchqa-3	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-3-1a34c890ad-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	36,449	16	0	0.031557	0.034	0.065557	94,174	2,152	108,358	6	0	2	4
minimax-m3-you-web	deepsearchqa-2	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-2-07fb1d4c0e-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	29,765	22	0	0.015429	0.048	0.063429	30,097	1,719	104,099	9	0	2	3
minimax-m3-you-web	deepsearchqa-4	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-4-7e4ae79815-0	minimax/minimax-m3	openrouter	medium	failed	0	false	true	false	true	false	false	0	0	0	22,851	22	0	0.018078	0.044	0.062078	35,018	1,257	137,337	8	0	3	4
minimax-m3-you-web	deepsearchqa-3	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-3-1a34c890ad-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	46,236	28	0	0.043759	0.062	0.105759	117,293	1,875	224,512	11	0	3	7
minimax-m3-you-web	deepsearchqa-3	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-3-1a34c890ad-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	86,015	48	0	0.058438	0.092	0.150438	119,805	2,446	448,269	16	0	8	12
minimax-m3-you-web	deepsearchqa-5	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-5-2df0e64a71-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	11,687	12	0	0.006633	0.022	0.028633	14,609	876	35,477	4	0	2	2
minimax-m3-you-web	deepsearchqa-2	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-2-07fb1d4c0e-1	minimax/minimax-m3	openrouter	medium	completed	0	false	true	false	true	false	false	0	0	0	169,173	34	0	0.409651	0.077	0.486651	632,181	1,977	4,261,232	15	0	2	2
minimax-m3-you-web	deepsearchqa-5	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-5-2df0e64a71-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	8,046	6	0	0.005889	0.013	0.018889	14,040	792	26,934	2	0	1	3
minimax-m3-you-web	deepsearchqa-6	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-6-01c2fb24f3-0	minimax/minimax-m3	openrouter	medium	completed	0.571429	false	true	false	false	false	true	2	4	1	50,083	44	0	0.028354	0.086	0.114354	46,433	4,052	209,845	16	0	6	6
minimax-m3-you-web	deepsearchqa-5	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-5-2df0e64a71-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	11,381	10	0	0.007292	0.018	0.025292	15,779	933	40,692	3	0	2	3
minimax-m3-you-web	deepsearchqa-4	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-4-7e4ae79815-1	minimax/minimax-m3	openrouter	medium	completed	0.4	false	true	false	false	false	true	1	3	1	109,418	36	1	0.099781	0.062	0.161781	183,264	4,198	850,194	10	0	8	12
minimax-m3-you-web	deepsearchqa-6	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-6-01c2fb24f3-1	minimax/minimax-m3	openrouter	medium	completed	0.571429	false	true	false	false	false	true	2	4	1	70,737	38	0	0.036212	0.086	0.122212	67,391	5,353	232,259	16	0	3	6
minimax-m3-you-web	deepsearchqa-6	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-6-01c2fb24f3-2	minimax/minimax-m3	openrouter	medium	completed	0.857143	true	true	false	false	false	true	3	4	0	65,899	24	0	0.017891	0.044	0.061891	35,795	3,708	84,559	8	0	4	4
minimax-m3-you-web	deepsearchqa-4	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-4-7e4ae79815-2	minimax/minimax-m3	openrouter	medium	completed	0.5	false	true	false	false	false	true	1	3	0	138,415	64	0	0.114044	0.119	0.233044	130,340	5,259	1,279,446	21	0	11	14
minimax-m3-you-web	deepsearchqa-7	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-7-fefaa2432c-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	40,732	20	0	0.020614	0.026	0.046614	51,717	1,405	109,999	4	0	6	6
minimax-m3-you-web	deepsearchqa-7	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-7-fefaa2432c-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	87,565	34	1	0.032079	0.057	0.089079	39,092	3,345	314,728	10	0	7	7
minimax-m3-you-web	deepsearchqa-8	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-8-905fa01c11-0	minimax/minimax-m3	openrouter	medium	completed	0.285714	false	true	false	false	false	true	1	3	3	53,250	14	0	0.148153	0.02	0.168153	303,518	1,907	1,218,916	3	0	4	5
minimax-m3-you-web	deepsearchqa-2	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-2-07fb1d4c0e-0	minimax/minimax-m3	openrouter	medium	completed	0.8	true	true	false	false	true	false	2	2	1	99,563	32	0	0.378959	0.068	0.446959	725,023	2,024	3,377,433	13	0	3	3
minimax-m3-you-web	deepsearchqa-7	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-7-fefaa2432c-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	138,592	12	0	0.187065	0.019	0.206065	525,941	10,612	812,365	3	0	3	4
minimax-m3-you-web	deepsearchqa-8	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-8-905fa01c11-1	minimax/minimax-m3	openrouter	medium	failed	0	false	true	false	true	false	false	0	0	0	111,778	64	0	0.064082	0.072	0.136082	79,112	3,328	688,359	10	0	22	22
minimax-m3-you-web	deepsearchqa-9	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-9-fd367e0304-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	5	5	0	32,083	6	0	0.020002	0.011	0.031002	54,663	2,369	69,704	2	0	1	1
minimax-m3-you-web	deepsearchqa-9	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-9-fd367e0304-1	minimax/minimax-m3	openrouter	medium	completed	0.588235	false	true	false	false	true	false	5	5	7	87,316	6	0	0.027031	0.011	0.038031	56,387	7,712	78,435	2	0	1	1
minimax-m3-you-web	deepsearchqa-9	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-9-fd367e0304-0	minimax/minimax-m3	openrouter	medium	completed	0.588235	false	true	false	false	true	false	5	5	7	35,305	6	0	0.021024	0.011	0.032024	57,930	2,372	73,614	2	0	1	1
minimax-m3-you-web	deepsearchqa-11	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-11-fdc0fa1b34-0	minimax/minimax-m3	openrouter	medium	completed	0.666667	false	true	false	false	true	false	1	1	1	84,346	12	1	0.179054	0.026	0.205054	570,131	6,317	583,691	4	0	2	6
minimax-m3-you-web	deepsearchqa-10	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-10-f665a422e2-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	194,663	56	9	0.274555	0.227	0.501555	510,264	9,438	2,355,542	22	111	6	6
minimax-m3-you-web	deepsearchqa-10	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-10-f665a422e2-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	245,500	58	4	0.68048	0.303	0.98348	1,728,426	12,397	4,192,084	28	158	1	5
minimax-m3-you-web	deepsearchqa-10	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-10-f665a422e2-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	134,377	18	0	0.080603	0.091	0.171603	175,698	8,326	482,401	9	46	0	0
minimax-m3-you-web	deepsearchqa-11	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-11-fdc0fa1b34-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	56,199	18	0	0.124077	0.032	0.156077	331,154	2,197	701,585	5	0	4	7
minimax-m3-you-web	deepsearchqa-12	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-12-9881cf4ce9-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	61,575	22	0	0.197813	0.039	0.236813	417,337	2,622	1,577,719	7	0	4	4
minimax-m3-you-web	deepsearchqa-12	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-12-9881cf4ce9-2	minimax/minimax-m3	openrouter	medium	failed	0	false	true	false	true	false	false	0	0	0	34,253	20	0	0.07566	0.034	0.10966	244,021	1,008	265,765	6	0	4	4
minimax-m3-you-web	deepsearchqa-13	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-13-912e5b5453-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	30,749	18	0	0.016721	0.037	0.053721	33,308	1,409	118,685	7	0	2	2
minimax-m3-you-web	deepsearchqa-12	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-12-9881cf4ce9-0	minimax/minimax-m3	openrouter	medium	failed	0	false	true	false	true	false	false	0	0	0	110,802	42	0	0.192234	0.057	0.249234	566,178	4,327	856,969	9	0	12	12
minimax-m3-you-web	deepsearchqa-11	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-11-fdc0fa1b34-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	78,144	12	0	0.164314	0.027	0.191314	536,668	2,043	553,080	4	0	2	7
minimax-m3-you-web	deepsearchqa-8	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-8-905fa01c11-2	minimax/minimax-m3	openrouter	medium	completed	0.285714	false	true	false	false	false	true	1	3	3	55,684	30	0	0.039723	0.042	0.081723	53,649	3,195	386,742	6	0	9	12
minimax-m3-you-web	deepsearchqa-14	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-14-2c32a657d5-1	minimax/minimax-m3	openrouter	medium	completed	0.444444	false	true	false	false	true	false	2	2	5	16,938	6	0	0.005417	0.011	0.016417	9,837	1,353	25,228	2	0	1	1
minimax-m3-you-web	deepsearchqa-14	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-14-2c32a657d5-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	16,189	6	0	0.005054	0.011	0.016054	9,437	1,170	24,257	2	0	1	1
minimax-m3-you-web	deepsearchqa-13	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-13-912e5b5453-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	125,751	48	0	0.087518	0.113	0.200518	102,186	8,908	880,630	22	0	2	3
minimax-m3-you-web	deepsearchqa-15	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-15-c1bf57f06f-0	minimax/minimax-m3	openrouter	medium	completed	0.8	true	true	false	false	true	false	4	4	2	56,814	46	0	0.073795	0.097	0.170795	111,931	5,176	683,845	18	0	5	7
minimax-m3-you-web	deepsearchqa-13	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-13-912e5b5453-1	minimax/minimax-m3	openrouter	medium	completed	0	false	true	false	true	false	false	0	1	0	82,279	46	0	0.080489	0.095	0.175489	101,222	4,962	842,312	18	0	5	5
minimax-m3-you-web	deepsearchqa-15	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-15-c1bf57f06f-1	minimax/minimax-m3	openrouter	medium	completed	0.857143	true	true	false	false	false	true	3	4	0	55,765	48	1	0.121223	0.098	0.219223	203,381	3,605	1,138,366	18	0	6	8
minimax-m3-you-web	deepsearchqa-16	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-16-3e80549eed-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	15,092	6	0	0.004062	0.015	0.019062	10,520	651	13,256	3	0	0	0
minimax-m3-you-web	deepsearchqa-16	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-16-3e80549eed-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	19,189	6	0	0.003839	0.011	0.014839	6,607	969	19,147	2	0	1	1
minimax-m3-you-web	deepsearchqa-16	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-16-3e80549eed-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	34,096	16	0	0.009359	0.032	0.041359	17,496	1,856	50,743	6	0	2	2
minimax-m3-you-web	deepsearchqa-15	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-15-c1bf57f06f-2	minimax/minimax-m3	openrouter	medium	completed	0.4	false	true	false	false	false	true	1	4	0	34,157	38	0	0.067591	0.076	0.143591	99,837	2,600	677,766	13	0	6	11
minimax-m3-you-web	deepsearchqa-17	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-17-e098050781-2	minimax/minimax-m3	openrouter	medium	completed	0.571429	false	true	false	false	true	false	4	4	6	40,761	24	0	0.056409	0.055	0.111409	166,652	2,266	230,486	10	0	2	5
minimax-m3-you-web	deepsearchqa-14	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-14-2c32a657d5-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	29,163	8	0	0.06878	0.012	0.08078	218,698	2,012	233,321	2	0	2	2
minimax-m3-you-web	deepsearchqa-18	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-18-9b497b442a-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	3	3	0	19,033	8	0	0.008271	0.012	0.020271	22,862	1,069	26,083	2	0	2	2
minimax-m3-you-web	deepsearchqa-18	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-18-9b497b442a-0	minimax/minimax-m3	openrouter	medium	completed	0.8	true	true	false	false	false	true	2	3	0	44,788	18	0	0.04458	0.038	0.08258	115,399	1,834	246,555	6	0	3	8
minimax-m3-you-web	deepsearchqa-18	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-18-9b497b442a-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	3	3	0	23,486	12	0	0.008992	0.023	0.031992	17,981	1,581	47,911	4	0	2	3
minimax-m3-you-web	deepsearchqa-17	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-17-e098050781-0	minimax/minimax-m3	openrouter	medium	completed	0.75	false	true	false	false	false	true	3	4	1	25,545	18	0	0.049378	0.043	0.092378	152,753	1,283	187,572	8	0	1	3
minimax-m3-you-web	deepsearchqa-19	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-19-4c98989a88-2	minimax/minimax-m3	openrouter	medium	completed	0	false	true	false	true	false	false	0	11	4	45,292	6	0	0.012547	0.012	0.024547	26,129	3,309	41,726	2	0	1	2
minimax-m3-you-web	deepsearchqa-20	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-20-8720a0ab7c-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	4	4	0	14,009	6	0	0.0066	0.011	0.0176	16,553	783	28,905	2	0	1	1
minimax-m3-you-web	deepsearchqa-20	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-20-8720a0ab7c-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	4	4	0	16,096	4	0	0.00528	0.006	0.01128	11,923	1,003	21,246	1	0	1	1
minimax-m3-you-web	deepsearchqa-20	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-20-8720a0ab7c-2	minimax/minimax-m3	openrouter	medium	completed	0.5	false	true	false	false	true	false	4	4	8	16,777	6	0	0.005915	0.011	0.016915	13,207	1,036	26,074	2	0	1	1
minimax-m3-you-web	deepsearchqa-19	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-19-4c98989a88-0	minimax/minimax-m3	openrouter	medium	completed	0	false	true	false	true	false	false	0	11	3	93,860	12	0	0.02013	0.024	0.04413	48,676	2,916	85,384	4	0	2	4
minimax-m3-you-web	deepsearchqa-17	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-17-e098050781-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	4	4	0	59,144	28	0	0.121005	0.066	0.187005	313,705	1,957	724,750	12	0	2	6
minimax-m3-you-web	deepsearchqa-21	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-21-04b55fa1f1-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	10	10	0	63,946	14	0	0.08186	0.023	0.10486	167,265	4,160	616,225	4	0	3	3
minimax-m3-you-web	deepsearchqa-21	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-21-04b55fa1f1-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	10	10	0	79,646	8	0	0.148614	0.013	0.161614	475,092	3,901	502,417	2	0	2	3
minimax-m3-you-web	deepsearchqa-21	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-21-04b55fa1f1-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	77,940	12	0	0.02001	0.022	0.04201	36,800	4,941	92,429	4	0	2	2
minimax-m3-you-web	deepsearchqa-19	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-19-4c98989a88-1	minimax/minimax-m3	openrouter	medium	completed	0.785714	false	true	false	false	true	false	11	11	6	105,853	16	0	0.029987	0.029	0.058987	58,807	4,342	182,061	5	0	3	4
minimax-m3-you-web	deepsearchqa-22	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-22-442a9f9850-2	minimax/minimax-m3	openrouter	medium	completed	0.857143	true	true	false	false	false	true	3	4	0	83,875	40	0	0.056211	0.07	0.126211	79,443	4,684	530,079	9	0	11	25
minimax-m3-you-web	deepsearchqa-22	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-22-442a9f9850-1	minimax/minimax-m3	openrouter	medium	completed	0.666667	false	true	false	false	false	true	2	4	0	88,424	56	0	0.107827	0.124	0.231827	162,557	4,903	1,053,732	21	0	7	19
minimax-m3-you-web	deepsearchqa-23	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-23-cb27d445b4-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	5	5	0	34,056	12	0	0.012406	0.025	0.037406	24,137	2,557	61,638	4	0	2	5
minimax-m3-you-web	deepsearchqa-23	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-23-cb27d445b4-0	minimax/minimax-m3	openrouter	medium	completed	0.444444	false	true	false	false	false	true	2	5	2	41,642	16	0	0.022525	0.024	0.046525	55,581	1,618	122,351	4	0	4	4
minimax-m3-you-web	deepsearchqa-24	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-24-39e0e153b7-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	3	3	0	46,755	30	0	0.021356	0.071	0.092356	44,575	3,576	109,690	14	0	1	1
minimax-m3-you-web	deepsearchqa-24	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-24-39e0e153b7-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	3	3	0	53,653	34	0	0.044656	0.077	0.121656	83,529	2,643	359,941	15	0	2	2
minimax-m3-you-web	deepsearchqa-22	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-22-442a9f9850-0	minimax/minimax-m3	openrouter	medium	completed	0.857143	true	true	false	false	false	true	3	4	0	97,792	48	0	0.122353	0.1	0.222353	260,518	5,017	901,823	17	0	7	15
minimax-m3-you-web	deepsearchqa-25	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-25-25b15f2bf5-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	80,280	18	0	0.177137	0.025	0.202137	548,197	4,178	680,119	2	0	7	15
minimax-m3-you-web	deepsearchqa-25	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-25-25b15f2bf5-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	89,244	24	0	0.134772	0.04	0.174772	311,829	4,234	918,431	4	0	8	20
minimax-m3-you-web	deepsearchqa-26	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-26-7d68f05813-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	4	4	0	22,353	10	0	0.009099	0.022	0.031099	22,059	1,402	36,773	4	0	1	2
minimax-m3-you-web	deepsearchqa-23	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-23-cb27d445b4-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	5	5	0	44,567	14	0	0.010683	0.018	0.028683	17,564	3,065	49,557	2	0	5	8
minimax-m3-you-web	deepsearchqa-25	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-25-25b15f2bf5-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	71,957	20	0	0.130667	0.035	0.165667	359,185	4,488	655,769	3	0	7	20
minimax-m3-you-web	deepsearchqa-27	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-27-5e4d9703fc-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	12,345	14	0	0.00921	0.035	0.04421	21,262	900	51,348	7	0	0	0
minimax-m3-you-web	deepsearchqa-26	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-26-7d68f05813-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	4	4	0	53,854	16	0	0.025754	0.031	0.056754	46,364	2,146	203,006	4	0	4	11
minimax-m3-you-web	deepsearchqa-27	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-27-5e4d9703fc-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	12,333	14	0	0.009636	0.035	0.044636	20,438	1,489	50,556	7	0	0	0
minimax-m3-you-web	deepsearchqa-26	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-26-7d68f05813-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	4	4	0	63,063	30	0	0.075999	0.073	0.148999	137,208	3,085	659,205	13	0	2	8
minimax-m3-you-web	deepsearchqa-24	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-24-39e0e153b7-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	90,654	42	0	0.051567	0.097	0.148567	94,484	5,739	372,479	19	0	2	2
minimax-m3-you-web	deepsearchqa-29	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-29-8de3601130-0	minimax/minimax-m3	openrouter	medium	completed	0	false	true	false	true	false	false	0	1	0	20,264	2	0	0.001953	0.001	0.002953	2,867	834	5,237	0	0	1	1
minimax-m3-you-web	deepsearchqa-27	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-27-5e4d9703fc-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	18,396	14	0	0.008854	0.031	0.039854	18,639	898	55,950	6	0	1	1
minimax-m3-you-web	deepsearchqa-28	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-28-faf0c19e35-2	minimax/minimax-m3	openrouter	medium	completed	0	false	true	false	true	false	false	0	1	0	74,270	6	0	0.0367	0.011	0.0477	100,732	4,773	118,049	2	0	1	1
minimax-m3-you-web	deepsearchqa-29	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-29-8de3601130-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	33,661	14	0	0.014424	0.042	0.056424	28,278	1,373	101,203	4	18	3	4
minimax-m3-you-web	deepsearchqa-28	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-28-faf0c19e35-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	1	1	0	51,260	6	0	0.056942	0.012	0.068942	169,618	4,663	181,972	2	0	1	2
minimax-m3-you-web	deepsearchqa-28	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-28-faf0c19e35-0	minimax/minimax-m3	openrouter	medium	completed	0	false	true	false	true	false	false	0	1	0	78,094	8	0	0.062035	0.012	0.074035	171,184	8,626	185,292	2	0	2	2
minimax-m3-you-web	deepsearchqa-30	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-30-66a334f055-0	minimax/minimax-m3	openrouter	medium	completed	0.714286	false	true	false	false	true	false	5	5	4	31,792	6	0	0.006327	0.012	0.018327	12,867	1,550	24,529	2	0	1	2
minimax-m3-you-web	deepsearchqa-30	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-30-66a334f055-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	5	5	0	20,829	8	0	0.010697	0.012	0.022697	29,654	1,315	34,681	2	0	2	2
minimax-m3-you-web	deepsearchqa-31	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-31-99392a0560-1	minimax/minimax-m3	openrouter	medium	completed	0.333333	false	true	false	false	false	true	1	2	3	157,628	30	0	0.506107	0.043	0.549107	1,260,315	2,686	3,342,823	7	0	8	8
minimax-m3-you-web	deepsearchqa-31	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-31-99392a0560-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	187,119	48	0	0.372624	0.088	0.460624	765,704	3,688	3,077,509	16	0	8	8
minimax-m3-you-web	deepsearchqa-32	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-32-e3d7899bee-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	27,753	12	0	0.02941	0.023	0.05241	68,875	1,325	189,496	4	0	2	3
minimax-m3-you-web	deepsearchqa-29	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-29-8de3601130-1	minimax/minimax-m3	openrouter	medium	completed	0	false	true	false	true	false	false	0	1	0	100,149	34	0	0.054063	0.062	0.116063	102,753	3,697	419,794	11	0	6	7
minimax-m3-you-web	deepsearchqa-30	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-30-66a334f055-2	minimax/minimax-m3	openrouter	medium	completed	0.666667	false	true	false	false	true	false	5	5	5	39,275	6	0	0.007173	0.012	0.019173	15,428	1,301	33,113	2	0	1	2
minimax-m3-you-web	deepsearchqa-32	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-32-e3d7899bee-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	36,551	16	0	0.029578	0.024	0.053578	63,048	2,070	201,438	4	0	4	4
minimax-m3-you-web	deepsearchqa-32	2	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-32-e3d7899bee-2	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	42,289	20	0	0.033129	0.042	0.075129	68,765	2,000	239,085	8	0	2	2
minimax-m3-you-web	deepsearchqa-33	0	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-33-135c3a74a8-0	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	20,922	8	0	0.007738	0.012	0.019738	20,244	1,280	23,675	2	0	2	2
minimax-m3-you-web	deepsearchqa-33	1	minimax-m3-you-web-2026-08-20T122254026Z-828cae23-deepsearchqa-33-135c3a74a8-1	minimax/minimax-m3	openrouter	medium	completed	1	true	true	true	false	false	false	2	2	0	25,019	4	0	0.016441	0.02	0.036441	50,095	986	54,910	2	10	0	0

End of preview. Expand in Data Studio

MiniMax M3 DeepSearchQA Skill Eval

Evaluates minimax/minimax-m3 on google/deepsearchqa using a Pi agent with the You.com MCP tools you-search and you-contents.

What this publishes

prompts.jsonl — DeepSearchQA prompts in agent-eval-harness task format.
results.jsonl — flat, viewer-safe per-trial result rows derived from graded.jsonl.
trajectories.jsonl — raw agent-eval-harness run output.
graded.jsonl — raw agent-eval-harness grade output.
summary.json — aggregate raw and adjusted metrics.

Generated files live under local data/ and are uploaded to the Hugging Face dataset root. They are not committed to GitHub.

The uploaded Hugging Face dataset card configures the Dataset Viewer to load stable, flat results.jsonl rows and prompts.jsonl prompts. The raw graded.jsonl and trajectories.jsonl harness artifacts remain downloadable, but are intentionally excluded from the viewer because they contain heterogeneous nested records.

Reproduce

Run with Bun and uv installed:

bun install
bun run eval
bun run export-results
bun run upload

uv is used by bun run upload and bun run download to run the Python Hugging Face scripts and install their Python dependencies.

Required environment variables:

OPENROUTER_API_KEY=...
YDC_API_KEY=...

Optional upload settings:

HF_DATASET_REPO=<your-hf-namespace>/<your-dataset-repo>
HF_REVISION=main

Commands

bun run scaffold    # DeepSearchQA -> data/prompts.jsonl
bun run generate    # prompts.jsonl -> trajectories.jsonl
bun run grade       # trajectories.jsonl -> graded.jsonl + summary.json
bun run eval        # scaffold + generate + grade
bun run export-results # graded.jsonl -> results.jsonl
bun run download    # download published artifacts from HF into data/
bun run upload      # upload README.md and data/* to HF
bun run query       # query large JSONL artifacts with clickhouse-local
bun run check       # typecheck + tests

Usage

Start with a one-question smoke run before launching the full eval:

FORCE=1 LIMIT=1 K=1 CONCURRENCY=1 bun run eval
cat data/summary.json

FORCE=1 clears prior generated artifacts for the command, which is useful when rerunning a smoke after code changes. Without FORCE=1, generate and grade resume from existing data/ files.

The smoke run validates plumbing. A score of 0 can still be a valid smoke result if the model missed the answer. Check that process.totalToolCalls is greater than 0 and that data/graded.jsonl does not show adapter_invalid_result.

If the smoke succeeds, run the full local eval:

caffeinate -dimsu bun run eval

Then upload the generated artifacts:

huggingface-cli login
bun run export-results
bun run upload

The uploader runs through uv and uses the official Python huggingface_hub client with hf_xet, which streams large files and can resume interrupted uploads. Full artifact uploads require a current data/results.jsonl; run bun run export-results after grading and before upload. The uploader uses your huggingface-cli login token, or HF_TOKEN if that environment variable is set. For maximum throughput on large artifacts, optionally set:

HF_XET_HIGH_PERFORMANCE=1

To update only the Hugging Face dataset card, without scanning the large artifacts:

bun run upload -- --card-only

The uploader prepends Hugging Face dataset-card metadata to the uploaded README.md; the GitHub README intentionally omits that YAML front matter. The uploaded dataset card configures the Hugging Face Dataset Viewer to use results.jsonl and prompts.jsonl, while leaving the raw graded.jsonl and trajectories.jsonl artifacts downloadable.

Download published artifacts

To inspect the public results without rerunning the full eval, download the published artifacts into data/:

bun run download -- --dry-run
bun run download -- --yes

By default this downloads summary.json, prompts.jsonl, results.jsonl, and graded.jsonl. Use --all to include the much larger trajectories.jsonl:

bun run download -- --all --yes

Query artifacts

For ad-hoc questions over large data/*.jsonl artifacts, use the ClickHouse helper instead of loading JSONL into memory:

bun run download -- --yes
bun run query -- --list
bun run query -- summary --dry-run
bun run query -- summary
bun run query -- failures
bun run query -- cost-outliers
bun run query -- latency-outliers

This requires clickhouse-local on PATH. If your ClickHouse binary is invoked another way, set CLICKHOUSE_LOCAL, for example:

CLICKHOUSE_LOCAL="./clickhouse local" bun run query -- summary

Defaults

Model: minimax/minimax-m3
K: 3
Generation concurrency: 3
Thinking level: medium
Judge: deepseek/deepseek-v4-flash-0731
Judge fallback: qwen/qwen3.6-flash
Adapter stdout cap: 50_000_000 bytes per trial

Metrics

summary.json reports raw metrics over all rows and adjusted metrics excluding ungradable rows with missing gold answers. exactPassAtK is task-level: a task passes if any of its K trials scores at least 0.8.

summary.json also reports cost:

modelCostUsd from OpenRouter usage metadata.
youApiCostUsd estimated from You.com pricing, currently $5/1k Search calls and $1/1k full-page extraction or Contents pages.
searchExtractionPages and searchExtractionCostUsd for Search extraction_mode: "full_page" pages, counted across web and news results.
totalCostUsd as model plus You.com API cost.

latency.averageEndToEndMs reports average harness-measured wall time from adapter invocation to final adapter output, using trial.invocation.durationMs.

Result

Full run completed on 2026-08-21 with minimax/minimax-m3 at THINKING_LEVEL=medium, the You.com MCP you-search and you-contents tools, and a MiniMax-oriented research skill optimized via an auto-research loop over the model, tool surface, and harness combination.

These are eval results and artifact facts, not a paper claim. The uploaded prompts.jsonl, results.jsonl, trajectories.jsonl, graded.jsonl, and summary.json are the source of record.

Summary metrics

Metric	Raw	Adjusted
Trials	2,700	2,688
Tasks	900	896
Average F1 score	72.84%	73.17%
Pass rate (`score >= 0.8`)	66.37%	66.67%
Exact pass@3 (`score >= 0.8`)	83.56%	83.93%
Ungradable trials	12	-
Ungradable tasks	4	-

Cost, latency, and tool use

Cost totals:

Metric	Value
Total cost	$478.41
Model cost	$328.14
You.com API cost	$150.27
Average cost per task	$0.532

Per-trial distributions:

Metric	Average	P50	P90	P95
Cost	$0.177	$0.095	$0.431	$0.606
End-to-end latency	82.5s	54.3s	177.7s	238.8s
Tool calls	28.62	20	60	78

Tool call totals:

Metric	Value
Total tool calls	77,286
Search calls	24,999
Contents calls	13,641

Paper-aligned view

The DeepSearchQA paper reports single-response F1 plus categorical rates such as Fully Correct and Fully Incorrect. The project summary's passRate and exactPassAtK are useful operational metrics, but they are not the same as the paper's Fully Correct rate because this repo's pass threshold is score >= 0.8.

Using the graded rows to compute paper-style adjusted trial metrics:

Metric	Value
F1	73.17%
Fully correct (`score = 1.0`)	56.58%
Fully incorrect (`score = 0.0`)	19.01%
Correct with extraneous answers	11.31%
Partially correct	13.10%

For context, the DeepSearchQA paper's Table 4 reports GPT-5 High Reasoning at 73.24 F1, Gemini 3 Pro Preview at 76.86 F1, GPT-5 Pro High Reasoning at 78.98 F1, and Gemini Deep Research Agent at 81.90 F1. This run is therefore best described as competitive with the paper's GPT-5 High Reasoning F1 result, while still behind the top Deep Research agents and with a higher fully-incorrect rate than the leaders.