Benchmark Almanac

DeepSeek LLM 67B

DeepSeek LLM 67B places in the top three on 3 benchmarks.

DeepSeek Released November 29th, 2023 Family DeepSeek LLM The lab's model card Compare with others
51
Benchmarks with a score
0
Ranked first, out of five or more models
3
In the top three
DeepSeek Nov 2023

DeepSeek LLM 67B

Open weights Flagship

110.9 #376 of 404
Self-Reported Index, from the lab's own numbers. No Epoch Capabilities Index score yet.
  • GPQA Diamond 24.6% #221 /229
  • MathBench 40.3% #14 /21
  • Natural Questions 47% #3 /20

Where it ranks

Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.

Knowledge and language

BenchmarkScoreRankSource
MuSR 50.6% #2 of 98 Official leaderboard
Natural Questions 47% #3 of 20 Lab model card
CriticEval 5.84 #3 of 12 Official leaderboard
Chinese SimpleQA 47% #10 of 27 Official leaderboard
OpenBookQA 63.2% #9 of 24 Lab model card
TriviaQA 81.5% #16 of 40 Lab model card
PIQA 82.6% #20 of 37 Lab model card
ARC-Easy 81.6% #13 of 23 Lab model card
HellaSwag 84% #31 of 53 Lab model card
WinoGrande 76% #28 of 47 Lab model card
BIG-Bench Hard 71.7% #44 of 73 Lab model card
AlpacaEval 2.0 17.8% #31 of 47 Official leaderboard
RACE-M 70.9% #2 of 3 Lab model card
ARC-Challenge 64.1% #35 of 49 Lab model card
MGSM 74% #41 of 57 Lab model card
AGIEval 46.4% #29 of 40 Lab model card
MMLU 71.1% #99 of 131 Lab model card
MT-Bench 8.35 #18 of 23 Lab model card
C3 77% #5 of 6 Lab model card
DROP 71.9% #35 of 41 Lab model card
RACE-H 56% #6 of 7 Lab model card
LMArena (Elo) 1,185 #290 of 335 Official leaderboard
C-Eval 65.2% #43 of 46 Lab model card
CMMLU 67.8% #16 of 17 Lab model card
IFEval 55.5% #132 of 135 Lab model card
AlignBench 6.43 #15 of 15 Lab model card
CLUEWSC 60% #8 of 8 Lab model card
CCPM 84.9% #2 of 2 Lab model card
CHID 72.6% #1 of 1 Lab model card
ChineseQA 85.1% #1 of 1 Lab model card

Math and science

BenchmarkScoreRankSource
GSM8K 84.1% #59 of 92 Lab model card
MathBench 40.3% #14 of 21 Official leaderboard
MATH 32.6% #85 of 99 Lab model card
MATH Level 5 6.39% #90 of 94 Epoch AI run
GPQA Diamond 24.6% #221 of 229 Epoch AI run
OTIS Mock AIME 2024-2025 0.83% #205 of 212 Epoch AI run
CMATH 80.3% #6 of 6 Lab model card
Hungarian National High-School Exam 58% #2 of 2 Lab model card

Coding

BenchmarkScoreRankSource
HumanEval 73.8% #67 of 101 Lab model card
MBPP 61.4% #55 of 71 Lab model card
HumanEval Multi 53.3% #5 of 5 Lab model card
LeetCode Weekly Contest 17.5% #1 of 1 Lab model card

Agents and tools

BenchmarkScoreRankSource
GTA 9.51% #10 of 15 Official leaderboard

Professional work

BenchmarkScoreRankSource
MedQA 62.8% #45 of 71 Official leaderboard

Safety and security

BenchmarkScoreRankSource
Anthropic Red Team 99.4% #22 of 75 Official leaderboard
Do-Not-Answer 97.8% #1 of 2 Lab model card
HELM Safety 87.3 #59 of 75 Official leaderboard
SimpleSafetyTests 96.8% #59 of 75 Official leaderboard
AIR-Bench 2024 50.5% #66 of 82 Official leaderboard

Other

BenchmarkScoreRankSource
Open LLM Leaderboard v2 27.3 #32 of 99 Official leaderboard
HELM Lite 48.8 #40 of 71 Official leaderboard

Its lab's numbers put it at 110.9, number 376 of 404

The Self-Reported Index fits one score to the 21 capability results DeepSeek reported for this model, on the scale of the Epoch Capabilities Index. Labs choose which benchmarks to show and how to run them, so read it as the lab's claim, not an independent measurement. The 90% interval runs from 108.5 to 113.2. How we compute it.

Its lab's numbers next to 2 leaderboards

Where the benchmark's own leaderboard, or Epoch AI's run, also has this model. Gaps mostly come from different harnesses, effort levels and task subsets. Every pair.

Benchmark Lab says Board says Gap
ChineseQA 85.1% ChineseQA (in-house) 85.1% Leaderboard, 5-shot Same
LeetCode Weekly Contest 17.5% LeetCode Weekly Contest 351-372 and Bi-Weekly 108-117 (Jul to Nov 2023), pass@1, held-out (Table 9) 17.5% Leaderboard Same

Its launch post

The benchmarks the lab chose to headline, with the scores it gave.

Its system card

Every result in the longer documents the lab published with it. 23 of them aren't in the launch post.

Capabilities