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DeepSeek V3.1

DeepSeek · 685B · open weights

Strongest in Factual grounding (#19 of 101), weakest in Professional (#123 of 168). Above par in 6 of 11 scopes. Among the models it meets almost everywhere, it finishes behind Claude Opus 5.5 and Claude Opus 5 and ahead of Kimi K2 and Grok 3.

§ 1 · Profile

What it is good at

Bars run from 50 — the average of the models each source lists — so right of the line is above par. The middle column is the gap to whoever leads that scope.

Safety53.5#84/337
Factual grounding61.3#19/101
Core abilities50.2#90/204
General intelligence50.2#91/204
Reasoning47.2#106/178
Reasoning45.4#79/140
Human preference58.5#106/342
Human preference58.5#106/342
Professional45.9#123/168
Legal44.6#105/151
Finance44.1#118/151

§ 2 · Head to head

What it beats, and what beats it

The same models turn up scope after scope. Counted once: where both were placed, who finished higher. Bars run right for DeepSeek V3.1, left for the other.

Magistral Mediumwon 7 · lost 0
Gemini 1.5 Flashwon 7 · lost 0
Command R Pluswon 8 · lost 0
Gemini 1.5 Prowon 8 · lost 0
GPT-4o Miniwon 9 · lost 0
GPT-4.1 Nanowon 10 · lost 0
Llama 4 Scout Instructwon 10 · lost 1
Gemini 2.0 Flashwon 9 · lost 1
Mistral Smallwon 8 · lost 1
Claude 3.5 Haikuwon 6 · lost 1
Command Awon 8 · lost 2
GPT OSS 20Bwon 7 · lost 2
Mistral Medium 3.5won 6 · lost 2
DeepSeek V3won 8 · lost 3
Mistral Large 3won 8 · lost 3
Qwen3.6 27Bwon 5 · lost 2
GPT-4.1 Miniwon 7 · lost 3
Trinity Largewon 6 · lost 3
GPT-5 Nanowon 7 · lost 4
GPT OSS 120Bwon 7 · lost 4
GPT-5.4 Nanowon 7 · lost 4
Claude Haiku 4.5won 7 · lost 4
GPT-4.1won 7 · lost 4
O3 Miniwon 5 · lost 3
Mistral Largewon 4 · lost 3
GPT-4 Turbowon 4 · lost 3
MiniMax M2won 4 · lost 3
MiniMax M2.7won 4 · lost 3
GPT-4owon 5 · lost 4
Gemini 2.5 Flashwon 6 · lost 5
Grok 3won 6 · lost 5
Kimi K2won 6 · lost 5
Qwen3.5 Flashwon 4 · lost 4
Gemini 2.5 Flash Litewon 5 · lost 5
MiniMax M3won 5 · lost 5
Grok 4.3won 5 · lost 5
O4 Miniwon 5 · lost 6
Grok 4 Fastwon 5 · lost 6
DeepSeek R1won 5 · lost 6
DeepSeek V3.2won 5 · lost 6
GPT-5.4 Miniwon 5 · lost 6
Kimi K2.6won 5 · lost 6
Qwen3.6 Pluswon 4 · lost 5
Gemini 3.5 Flash Litewon 4 · lost 5
Mimo V2.5 Prowon 4 · lost 5
Claude 3.5 Sonnetwon 3 · lost 4
MiniMax M2.1won 3 · lost 4
Inkling Smallwon 3 · lost 4
Qwen3.7 Pluswon 3 · lost 4
GLM-4.6won 4 · lost 6
GLM-5.3 Flashwon 4 · lost 6
Claude 3.7 Sonnetwon 3 · lost 5
GPT-5 Miniwon 4 · lost 7
Claude Sonnet 4won 4 · lost 7
Claude Sonnet 4.6won 4 · lost 7
Grok 3 Miniwon 3 · lost 6
MiniMax M2.5won 3 · lost 6
GLM-4.5won 3 · lost 6
Grok 4won 3 · lost 7
Gemini 3.1 Flash Litewon 3 · lost 7
Inklingwon 3 · lost 7
Gemma 4 31Bwon 3 · lost 7
Nemotron 3 Ultrawon 2 · lost 5
Grok 4.20won 2 · lost 5
Kimi K2.5won 3 · lost 8
Kimi K2 Thinkingwon 2 · lost 6
O1won 2 · lost 6
Grok 4.1 Fastwon 2 · lost 7
Claude Opus 4.1won 2 · lost 7
Gemini 3 Flashwon 2 · lost 7
DeepSeek V4 Flashwon 2 · lost 8
GPT-6 Lunawon 2 · lost 8
GPT-5.6 Lunawon 2 · lost 8
Qwen3.7 Maxwon 2 · lost 8
GLM-5.2won 2 · lost 8
Gemini 3.5 Flashwon 2 · lost 8
Gemini 3.6 Flashwon 2 · lost 8
Claude Opus 4won 2 · lost 9
Gemini 2.5 Prowon 2 · lost 9
GPT-6 Solwon 2 · lost 9
GLM-5won 2 · lost 9
DeepSeek V4 Prowon 2 · lost 9
Claude Opus 4.5won 2 · lost 9
GPT-6 Astrawon 2 · lost 9
GPT-5.6 Solwon 2 · lost 9
Gemini 3 Prowon 2 · lost 9
Gemini 3.1 Prowon 2 · lost 9
Claude Opus 4.6won 2 · lost 9
GLM-4.7won 1 · lost 6
Mimo V2.6 Flashwon 1 · lost 6
Qwen3.6 Maxwon 1 · lost 6
GLM-5.1won 1 · lost 7
GPT-5.1won 1 · lost 8
Mimo V2.6 Prowon 1 · lost 8
Claude Sonnet 5won 1 · lost 9
Qwen3.8 Maxwon 1 · lost 9
Muse Spark 1.1won 1 · lost 9
Gemini 3.8 Flashwon 1 · lost 9
GPT-5won 1 · lost 10
GPT-5.2won 1 · lost 10
Claude Sonnet 4.5won 1 · lost 10
GPT-5.4won 1 · lost 10
GPT-5.5won 1 · lost 10
Claude Opus 4.7won 1 · lost 10
Qwen3 Maxwon 0 · lost 8
Qwen3.8 27Bwon 0 · lost 9
DeepSeek V4.1 Flashwon 0 · lost 9
GLM-5.3won 0 · lost 9
Gemini 3.7 Flashwon 0 · lost 9
Kimi K3won 0 · lost 9
Muse Spark 1.3won 0 · lost 9
Muse Spark 1.2won 0 · lost 9
Claude Fable 5.1won 0 · lost 9
Claude Fable 5won 0 · lost 9
O3won 0 · lost 10
Grok 4.7won 0 · lost 10
Grok 4.6won 0 · lost 10
Grok 4.5won 0 · lost 10
GPT-5.6 Terrawon 0 · lost 10
Claude Opus 4.8won 0 · lost 10
Claude Opus 5won 0 · lost 10
Claude Opus 5.5won 0 · lost 10

§ 3 · Sources

Where the numbers come from

5 publications, 6 figures. Every one links to the page it was read from.

LMArena Text ↗1 measureread 2026-09-26
LMArena Text 1416
Kagi LLM Benchmark ↗1 measureread 2026-09-26
Kagi LLM Benchmark 53.2%
SimpleBench ↗1 measureread 2026-09-26
SimpleBench 40%
Vals.ai ↗2 measuresread 2026-09-26
Vals · CaseLaw 53.91%Vals · CorpFin 51.48%
Vectara · Factual consistency 94.5%

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