Model comparison

DeepSeek LLM 67B vs o4-mini

o4-mini is the stronger model overall, scoring 41.6 to 24.9 on the Noometry Index.

Last verified . 15 shared benchmarks.

DeepSeek LLM 67B DeepSeek

24.9

Rank #347 Confirmed

o4-mini OpenAI

41.6

Rank #132 Confirmed

Summary

  • They share 15 benchmarks with published results for both. DeepSeek LLM 67B scores higher in 0 categories and o4-mini in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where o4-mini leads 43.6 to 7.0.
  • The biggest single-benchmark swing is MATH Level 5: 6.4% for DeepSeek LLM 67B and 97.8% for o4-mini.
  • DeepSeek LLM 67B has downloadable open weights; the other is API-only.

Side by side

DeepSeek LLM 67B and o4-mini specifications
DeepSeek LLM 67Bo4-mini
ProviderDeepSeekOpenAI
Noometry Index24.941.6
Released2023-11-292025-04-16
WeightsOpenProprietary
Context window—200K
Max output—100K
Input $ / M tokens—$1.10
Output $ / M tokens—$4.40
Results tracked1560

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Category by category

Coding o4-mini leads

DeepSeek LLM 67B: 31.9 (#278), o4-mini: 40.9 (#127)

Coding benchmarks
BenchmarkDeepSeek LLM 67Bo4-mini
LMArena Coding10961368
SWE-bench Verified (bash only)—45%
Aider Polyglot—72%
GSO—3.6%
WeirdML—52.6%
CadEval—62%
ALE-Bench—826.17
AlgoTune—1.72

Agentic & Tool Use Not comparable

DeepSeek LLM 67B: —, o4-mini: 32.6 (#61)

Agentic & Tool Use benchmarks
BenchmarkDeepSeek LLM 67Bo4-mini
Berkeley Function Calling Leaderboard—53.2%
GDPval—25.3%
METR Time Horizons—63.9%

Reasoning o4-mini leads

DeepSeek LLM 67B: 16.5 (#304), o4-mini: 24.6 (#162)

Reasoning benchmarks
BenchmarkDeepSeek LLM 67Bo4-mini
Chess Puzzles0%26%
LMArena Hard Prompts10701351
Epoch Capabilities Index110.5145.64
ARC-AGI-2—6.1%
SimpleBench—38.7%
Kagi LLM Benchmark—67.6%
ARC-AGI-1—58.7%
CritPt—0.6%
EnigmaEval—9.2%
Mystery Game Puzzles—5%
DTBench—77.6%
LMCA—26.5%
ForecastBench—61.8

Math o4-mini leads

DeepSeek LLM 67B: 8.7 (#324), o4-mini: 40.8 (#89)

Math benchmarks
BenchmarkDeepSeek LLM 67Bo4-mini
OTIS Mock AIME 2024-20250.8%81.7%
LMArena Math11081389
MATH Level 56.4%97.8%
FrontierMath (Tiers 1-3)—36.1%
FrontierMath Tier 4—4.9%
Omni-MATH—72%
FrontierMath (Feb 2025 set)—24.8%
FrontierMath Tier 4 (v1)—6.3%

Knowledge o4-mini leads

DeepSeek LLM 67B: 7.0 (#313), o4-mini: 43.6 (#91)

Knowledge benchmarks
BenchmarkDeepSeek LLM 67Bo4-mini
GPQA Diamond24.6%79.6%
Humanity's Last Exam—18.1%
SimpleQA Verified—19.6%
MMLU-Pro—82%
Confabulations—15.8%
Vectara Hallucination Rate—18.6%
GPQA (HELM)—73.5%
LMArena Expert—1343

Multimodal Not comparable

DeepSeek LLM 67B: —, o4-mini: 40.2 (#49)

Multimodal benchmarks
BenchmarkDeepSeek LLM 67Bo4-mini
LMArena Vision—1194
GeoBench—64%
VPCT—57.5%

Multilingual o4-mini leads

DeepSeek LLM 67B: 29.4 (#267), o4-mini: 47.0 (#154)

Multilingual benchmarks
BenchmarkDeepSeek LLM 67Bo4-mini
LMArena Non-English10731337
LMArena Chinese11321354
LMArena French—1364
LMArena German—1336
LMArena Japanese—1308
LMArena Korean—1312
LMArena Russian—1334
LMArena Spanish—1347

Instruction Following o4-mini leads

DeepSeek LLM 67B: 55.4 (#277), o4-mini: 75.2 (#68)

Instruction Following benchmarks
BenchmarkDeepSeek LLM 67Bo4-mini
LMArena Instruction Following10791321
IFEval—92.8%

Long Context o4-mini leads

DeepSeek LLM 67B: 33.1 (#265), o4-mini: 45.5 (#33)

Long Context benchmarks
BenchmarkDeepSeek LLM 67Bo4-mini
LMArena Longer Query10921315
Fiction.LiveBench—77.8%

Writing & Preference o4-mini leads

DeepSeek LLM 67B: 31.6 (#282), o4-mini: 54.0 (#152)

Writing & Preference benchmarks
BenchmarkDeepSeek LLM 67Bo4-mini
LMArena Text11051353
LMArena Creative Writing10671294
LMArena Multi-Turn10821350
Short-Story Creative Writing—75%
WildBench—85.4%

Frequently asked questions

Is DeepSeek LLM 67B better than o4-mini?

o4-mini is the stronger model overall, scoring 41.6 to 24.9 on the Noometry Index.

Is DeepSeek LLM 67B or o4-mini better for coding?

o4-mini scores higher on coding benchmarks: 40.9 versus 31.9 in the Noometry coding category.

How many benchmarks do DeepSeek LLM 67B and o4-mini share?

15 benchmarks have published results for both models. DeepSeek LLM 67B has 15 scored results on Noometry and o4-mini has 60.

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