Model comparison

DeepSeek LLM 67B vs DeepSeek-R1

DeepSeek-R1 is the stronger model overall, scoring 42.3 to 24.9 on the Noometry Index.

Last verified . 14 shared benchmarks.

DeepSeek LLM 67B DeepSeek

24.9

Rank #347 Confirmed

DeepSeek-R1 DeepSeek

42.3

Rank #115 Confirmed

Summary

  • They share 14 benchmarks with published results for both. DeepSeek LLM 67B scores higher in 0 categories and DeepSeek-R1 in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where DeepSeek-R1 leads 44.5 to 7.0.
  • The biggest single-benchmark swing is MATH Level 5: 6.4% for DeepSeek LLM 67B and 96.6% for DeepSeek-R1.
  • DeepSeek LLM 67B has downloadable open weights; the other is API-only.

Side by side

DeepSeek LLM 67B and DeepSeek-R1 specifications
DeepSeek LLM 67BDeepSeek-R1
ProviderDeepSeekDeepSeek
Noometry Index24.942.3
Released2023-11-292025-01-20
WeightsOpenProprietary
Context window—164K
Max output—64K
Input $ / M tokens—$0.50
Output $ / M tokens—$2.15
Results tracked1552

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Category by category

Coding DeepSeek-R1 leads

DeepSeek LLM 67B: 31.9 (#278), DeepSeek-R1: 46.3 (#68)

Coding benchmarks
BenchmarkDeepSeek LLM 67BDeepSeek-R1
LMArena Coding10961427
Aider Polyglot—71.4%
SciCode—35.7%
WeirdML—41.6%
LiveBench Coding—66.7%
ALE-Bench—804.12
AlgoTune—1.7

Agentic & Tool Use Not comparable

DeepSeek LLM 67B: —, DeepSeek-R1: 30.7 (#75)

Agentic & Tool Use benchmarks
BenchmarkDeepSeek LLM 67BDeepSeek-R1
DeepResearch Bench—35.1%
BALROG—34.9%
METR Time Horizons—53.8%

Reasoning DeepSeek-R1 leads

DeepSeek LLM 67B: 16.5 (#304), DeepSeek-R1: 18.6 (#278)

Reasoning benchmarks
BenchmarkDeepSeek LLM 67BDeepSeek-R1
LMArena Hard Prompts10701416
Epoch Capabilities Index110.5141.29
ARC-AGI-2—1.3%
SimpleBench—40.8%
Kagi LLM Benchmark—69.4%
ARC-AGI-1—21.2%
CritPt—1.1%
Chess Puzzles0%—
LiveBench Reasoning—83.2%
LiveBench Data Analysis—69.8%
ForecastBench—60
LiveBench—71.6%

Math DeepSeek-R1 leads

DeepSeek LLM 67B: 8.7 (#324), DeepSeek-R1: 43.8 (#79)

Math benchmarks
BenchmarkDeepSeek LLM 67BDeepSeek-R1
OTIS Mock AIME 2024-20250.8%66.4%
LMArena Math11081400
MATH Level 56.4%96.6%
Omni-MATH—42.4%
LiveBench Math—80.7%

Knowledge DeepSeek-R1 leads

DeepSeek LLM 67B: 7.0 (#313), DeepSeek-R1: 44.5 (#87)

Knowledge benchmarks
BenchmarkDeepSeek LLM 67BDeepSeek-R1
GPQA Diamond24.6%76.3%
MMLU-Pro—79.3%
Confabulations—12.7%
Vectara Hallucination Rate—11.3%
GPQA (HELM)—66.6%
LMArena Expert—1394

Multilingual DeepSeek-R1 leads

DeepSeek LLM 67B: 29.4 (#267), DeepSeek-R1: 52.4 (#85)

Multilingual benchmarks
BenchmarkDeepSeek LLM 67BDeepSeek-R1
LMArena Non-English10731412
LMArena Chinese11321442
LMArena French—1417
LMArena German—1404
LMArena Japanese—1391
LMArena Korean—1360
LMArena Russian—1423
LMArena Spanish—1411

Instruction Following DeepSeek-R1 leads

DeepSeek LLM 67B: 55.4 (#277), DeepSeek-R1: 72.0 (#143)

Instruction Following benchmarks
BenchmarkDeepSeek LLM 67BDeepSeek-R1
LMArena Instruction Following10791382
LiveBench Instruction Following—80.5%
IFEval—78.4%

Long Context DeepSeek-R1 leads

DeepSeek LLM 67B: 33.1 (#265), DeepSeek-R1: 45.4 (#36)

Long Context benchmarks
BenchmarkDeepSeek LLM 67BDeepSeek-R1
LMArena Longer Query10921391
Fiction.LiveBench—75%

Writing & Preference DeepSeek-R1 leads

DeepSeek LLM 67B: 31.6 (#282), DeepSeek-R1: 61.4 (#88)

Writing & Preference benchmarks
BenchmarkDeepSeek LLM 67BDeepSeek-R1
LMArena Text11051428
LMArena Creative Writing10671405
LMArena Multi-Turn10821405
Short-Story Creative Writing—83%
EQ-Bench Creative Writing—1500
WildBench—82.8%
LiveBench Language—48.5%

Frequently asked questions

Is DeepSeek LLM 67B better than DeepSeek-R1?

DeepSeek-R1 is the stronger model overall, scoring 42.3 to 24.9 on the Noometry Index.

Is DeepSeek LLM 67B or DeepSeek-R1 better for coding?

DeepSeek-R1 scores higher on coding benchmarks: 46.3 versus 31.9 in the Noometry coding category.

How many benchmarks do DeepSeek LLM 67B and DeepSeek-R1 share?

14 benchmarks have published results for both models. DeepSeek LLM 67B has 15 scored results on Noometry and DeepSeek-R1 has 52.

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