DeepSeek V4.1 Flash 1017

reasoning effort max · Last Updated 2026-10-31

deepseek/deepseek-v4.1-flash-1017

Task results

Task results for DeepSeek V4.1 Flash 1017
Task	Hardware	Agent	Provider							Trajectory
agentic-search	CPU	Codex (v0.164.0)	OpenRouter	0.0	2h 0min	78,190,365	130,916	77,850,028	$0.36	Trace →
agentic-search-vectorless	CPU	Codex (v0.164.0)	OpenRouter	0.0	2h 0min	13,714,128	97,011	10,971,392	$0.50	Trace →
biomedical-graph-retrieval	CPU	Codex (v0.164.0)	OpenRouter	0.0	1h 44min	82,338,985	321,572	82,067,968	$0.48	Trace →
budgeted-bimetric-retrieval	CPU	Codex (v0.164.0)	OpenRouter	0.5	1h 7min	23,005,761	151,965	21,580,032	$0.37	Trace →
code-context-retrieval	CPU	Codex (v0.164.0)	OpenRouter	16.7	1h 59min	54,729,695	211,435	53,845,504	$0.42	Trace →
evolving-personal-memory	CPU	Codex (v0.164.0)	OpenRouter	19.5	41min	56,260,315	305,119	54,305,408	$0.64	Trace →
filtered-ann-retrieval	CPU	Codex (v0.164.0)	OpenRouter	0.0	2h 0min	31,691,383	282,144	30,673,024	$0.41	Trace →
financial-report-qa	CPU	Codex (v0.164.0)	OpenRouter	6.9	1h 41min	65,787,581	258,600	64,804,352	$0.50	Trace →
icsi-meeting-memory	CPU	Codex (v0.164.0)	OpenRouter	11.1	2h 0min	57,698,115	322,621	57,056,512	$0.46	Trace →
incremental-vector-search	CPU	Codex (v0.164.0)	OpenRouter	7.6	2h 0min	37,882,260	288,818	34,764,126	$0.75	Trace →
join-aware-table-retrieval	CPU	Codex (v0.164.0)	OpenRouter	30.0	1h 2min	17,658,078	147,518	16,539,934	$0.31	Trace →
large-scale-formula-retrieval	CPU	Codex (v0.164.0)	OpenRouter	0.0	1h 20min	5,526,257	107,066	5,419,648	$0.10	Trace →
long-document-reranking	CPU	Codex (v0.164.0)	OpenRouter	18.0	2h 0min	9,965,677	108,563	9,717,769	$0.13	Trace →
long-pdf-evidence	CPU	Codex (v0.164.0)	OpenRouter	16.7	2h 0min	41,466,104	204,499	40,936,576	$0.32	Trace →
long-pdf-evidence-vectorless	CPU	Codex (v0.164.0)	OpenRouter	50.0	2h 0min	16,763,261	117,451	16,569,344	$0.15	Trace →
memory-constrained-dense-retrieval	CPU	Codex (v0.164.0)	OpenRouter	0.0	1h 29min	73,957,570	326,168	73,099,506	$0.54	Trace →
narrative-clue-search	CPU	Codex (v0.164.0)	OpenRouter	9.1	2h 0min	29,003,400	176,650	26,874,624	$0.51	Trace →
negative-constraint-retrieval	CPU	Codex (v0.164.0)	OpenRouter	70.0	1h 11min	30,450,951	214,842	29,446,016	$0.37	Trace →
paper-metadata-retrieval	CPU	Codex (v0.164.0)	OpenRouter	12.5	1h 45min	32,263,145	187,632	31,792,320	$0.28	Trace →
reasoning-query-rewriting	CPU	Codex (v0.164.0)	OpenRouter	30.0	1h 58min	59,851,572	159,219	58,909,132	$0.41	Trace →
rust-bm25-search	CPU	Codex (v0.164.0)	OpenRouter	0.0	38min	25,640,463	193,323	23,552,768	$0.50	Trace →
scientific-paper-qa	CPU	Codex (v0.164.0)	OpenRouter	0.0	2h 0min	80,020,322	221,219	79,240,576	$0.49	Trace →
sparse-retrieval-pruning	CPU	Codex (v0.164.0)	OpenRouter	0.0	1h 59min	89,879,717	326,595	88,309,151	$0.70	Trace →
visual-document-qa	CPU	Codex (v0.164.0)	OpenRouter	21.7	1h 55min	43,405,107	375,545	39,592,146	$0.92	Trace →
budgeted-candidate-reranking	GPU	Codex (v0.164.0)	OpenRouter	17.1	2h 0min	60,927,610	237,776	60,500,864	$0.39	Trace →
chunqiu-temporal-retrieval	GPU	Codex (v0.164.0)	OpenRouter	0.4	1h 33min	66,484,650	228,777	65,267,152	$0.52	Trace →
code-embedding-finetuning	GPU	Codex (v0.164.0)	OpenRouter	17.0	4h 58min	74,271,355	235,389	72,477,442	$0.63	Trace →
code-reranker-finetuning	GPU	Codex (v0.164.0)	OpenRouter	0.0	38min	3,470,080	64,228	3,200,384	$0.09	Trace →
composed-image-search	GPU	Codex (v0.164.0)	OpenRouter	29.6	2h 0min	15,141,433	202,640	13,275,468	$0.44	Trace →
constrained-molecular-search	GPU	Codex (v0.164.0)	OpenRouter	13.6	4h 17min	214,341,252	306,148	210,097,152	$1.45	Trace →
decision-model-training	GPU	Codex (v0.164.0)	OpenRouter	0.0	16min	409,275	147,003	315,776	$0.10	Trace →
document-page-search	GPU	Codex (v0.164.0)	OpenRouter	0.0	2h 0min	10,434,763	133,430	9,393,920	$0.26	Trace →
instruction-following-embedding	GPU	Codex (v0.164.0)	OpenRouter	89.3	1h 31min	20,907,536	156,626	20,721,280	$0.18	Trace →
khmer-embedding-training	GPU	Codex (v0.164.0)	OpenRouter	20.9	5h 55min	55,183,710	230,635	54,538,752	$0.40	Trace →
layout-page-search	GPU	Codex (v0.164.0)	OpenRouter	18.6	2h 14min	18,318,879	272,374	17,764,608	$0.30	Trace →
legal-stance-retrieval	GPU	Codex (v0.164.0)	OpenRouter	30.2	4h 31min	72,955,224	239,275	72,687,744	$0.40	Trace →
lightweight-query-retrieval	GPU	Codex (v0.164.0)	OpenRouter	0.0	4h 19min	265,369,029	404,644	262,744,802	$1.42	Trace →
methodology-inspiration-retrieval	GPU	Codex (v0.164.0)	OpenRouter	1.4	4h 18min	64,544,579	208,140	63,879,040	$0.42	Trace →
multilingual-vector-postprocessing	GPU	Codex (v0.164.0)	OpenRouter	100.0	2h 4min	30,772,324	205,324	30,299,581	$0.29	Trace →
protein-text-bidirectional-retrieval	GPU	Codex (v0.164.0)	OpenRouter	2.5	1h 0min	6,442,099	172,705	6,052,064	$0.18	Trace →
quantity-aware-retrieval	GPU	Codex (v0.164.0)	OpenRouter	0.0	12min	1,943,459	68,324	1,843,712	$0.06	Trace →
query-encoder-alignment	GPU	Codex (v0.164.0)	OpenRouter	0.0	3h 22min	166,139,205	304,899	165,714,320	$0.74	Trace →
same-place-image-search	GPU	Codex (v0.164.0)	OpenRouter	52.0	2h 0min	37,915,500	205,066	37,245,891	$0.34	Trace →
sketch-text-search	GPU	Codex (v0.164.0)	OpenRouter	0.0	6h 0min	18,601,297	155,389	18,204,346	$0.21	Trace →
spoken-query-search	GPU	Codex (v0.164.0)	OpenRouter	14.3	2h 0min	45,669,931	355,065	44,942,065	$0.46	Trace →
training-error-tracing	GPU	Codex (v0.164.0)	OpenRouter	0.0	2h 51min	103,296,442	330,365	99,769,088	$1.03	Trace →
video-moment-search	GPU	Codex (v0.164.0)	OpenRouter	0.0	<1min	65,808	7,592	33,920	$0.01	Trace →

47 selected evaluations · valid zero scores included

Score: task reward × 100. Tokens: coding usage; cached tokens are included in input.

Cost is estimated from recorded agent tokens at official API rates in USD (2026-11-01; DeepSeek off-peak pricing).