Coding · Mistral AI

Mistral Large 3 Instruct on HumanEval: score, rank and what it means

Mistral Large 3 Instruct scores 84.2 on HumanEval, placing it #129 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
84.2
0–100 scale
Rank
#129
of 600
Percentile
79th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
12.6
points

Score distribution

The chart shows the top 10 models on HumanEval, with Mistral Large 3 Instruct 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 Large 3 Instruct sits at #129 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 12.6 points. The median model in this index scores 77.4, which puts Mistral Large 3 Instruct above the midpoint.

Mistral AI models average 71.6 on this benchmark. Mistral Large 3 Instruct is 12.6 points above that provider line, so it is a stronger result than the average Mistral AI model.

Among multimodal models, the average is 82.2. Mistral Large 3 Instruct is 2.0 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 84.2 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 $5.31 per million input tokens, Mistral Large 3 Instruct is above 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
Doubao 1.5 Pro Pro ByteDance 128000 $14.10 80.2
QwQ Alibaba Cloud 128000 $4.57 78.6
Kimi K1.5 Chat Moonshot AI 128000 $5.11 80.2
MiniMax-M2 Chat MiniMax 200000 $5.02 80.2
Mistral Large 3 Instruct Mistral AI 400000 $5.31 81.1
Nova Pro Pro Amazon 200000 $13.03 79.5
Doubao 1.5 Pro Max ByteDance 400000 $14.93 81.2

Other benchmarks for Mistral Large 3 Instruct

BenchmarkScoreRankPercentileRelative
MMLU-Pro 82.3 116 81th
GPQA Diamond 79.8 60 90th
SWE-bench Verified 71.9 76 87th
MATH-500 83.4 140 77th
AIME 2025 76.2 137 77th
LiveCodeBench 75.1 94 84th
IFEval 87.6 113 81th
TruthfulQA 85.5 60 90th
HellaSwag 89.1 110 82th
MMMU 76.5 125 79th
Arena Elo 1446.2 88 85th

FAQ

What score does Mistral Large 3 Instruct get on HumanEval?

Mistral Large 3 Instruct scores 84.2 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Mistral Large 3 Instruct rank on HumanEval?

It ranks #129 of 600 models, in the 79th percentile. The leader is GPT-5.2 Pro at 96.8.

Is Mistral Large 3 Instruct good at HumanEval?

Yes, relative to the index: it is above the median and inside the top half of scores. 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 Large 3 Instruct cost?

Mistral Large 3 Instruct costs $5.31 per million input tokens and $22.47 per million output tokens.

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