Coding · Mistral AI

Mistral Small 3 8B on HumanEval: score, rank and what it means

Mistral Small 3 8B scores 61.3 on HumanEval, placing it #478 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
61.3
0–100 scale
Rank
#478
of 600
Percentile
20th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
35.5
points

Score distribution

The chart shows the top 10 models on HumanEval, with Mistral Small 3 8B highlighted. Longer bars mean higher scores.

GPT-5.2 Pro 96.8
Gemini 3 Pro Pro 95.0
o4 Max 94.6
Grok 4 Reasoning 93.8
Claude Opus 4.5 93.7
GPT-5.2 Max 93.6
Claude Opus 4.5 Pro 93.4
Grok 4 Max 93.4
GPT-5.2 Turbo 93.2
GPT-5.1 Reasoning 92.9

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
2 Gemini 3 Pro Pro Google DeepMind 200000 $19.80 87.3
3 o4 Max OpenAI 2000000 $19.51 86.2
4 Grok 4 Reasoning xAI 2000000 $19.67 87.8
5 Claude Opus 4.5 Anthropic 400000 $19.42 87.7
6 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
7 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
8 Grok 4 Max xAI 2000000 $19.70 86.6
9 GPT-5.2 Turbo OpenAI 1000000 $20.73 87.4
10 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3

What this score means

On HumanEval, Mistral Small 3 8B sits at #478 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 35.5 points. The median model in this index scores 77.4, which puts Mistral Small 3 8B below the midpoint.

Mistral AI models average 71.6 on this benchmark. Mistral Small 3 8B is 10.3 points below that provider line, so it is a weaker result than the average Mistral AI model.

Among small open-weight models, the average is 56.7. Mistral Small 3 8B is 4.6 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 61.3 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.

Price context

At $0.99 per million input tokens, Mistral Small 3 8B is below the median input price of $4.00 across the 600 models scored on HumanEval. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Llama 3 Baseten 8B Baseten 4096 $1.02 57.0
Llama 3 Replicate 8B Replicate 32768 $1.00 57.0
Llama 3.1 Turbo 8B Together AI 32768 $1.16 58.8
Command R+ 8B Cohere 8192 $1.21 57.7
Mistral Small 3 8B Mistral AI 8192 $0.99 57.2
Phi-4 7B Microsoft 8192 $0.91 56.8
Seed-OSS 8B ByteDance 8192 $1.05 57.1

Other benchmarks for Mistral Small 3 8B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 62.6 494 18th
GPQA Diamond 51.8 501 17th
SWE-bench Verified 40.7 514 14th
MATH-500 55.5 516 14th
AIME 2025 47.5 473 21th
LiveCodeBench 45.8 489 19th
IFEval 68.9 477 21th
TruthfulQA 62.9 494 18th
HellaSwag 73.5 468 22th
MMMU 58.3 453 25th
Arena Elo 1253.4 485 19th

FAQ

What score does Mistral Small 3 8B get on HumanEval?

Mistral Small 3 8B scores 61.3 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Mistral Small 3 8B rank on HumanEval?

It ranks #478 of 600 models, in the 20th percentile. The leader is GPT-5.2 Pro at 96.8.

Is Mistral Small 3 8B good at HumanEval?

It is below the median for this benchmark, so test it carefully before relying on it for this capability. The result should be read alongside its price and context window.

How is the HumanEval score calculated?

HumanEval is a coding benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.

What does Mistral Small 3 8B cost?

Mistral Small 3 8B costs $0.99 per million input tokens and $5.38 per million output tokens.

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