Coding · Allen Institute for AI

OLMo 2 Instruct on HumanEval: score, rank and what it means

OLMo 2 Instruct scores 76.6 on HumanEval, placing it #318 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
76.6
0–100 scale
Rank
#318
of 600
Percentile
47th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
20.2
points

Score distribution

The chart shows the top 10 models on HumanEval, with OLMo 2 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, OLMo 2 Instruct sits at #318 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 20.2 points. The median model in this index scores 77.4, which puts OLMo 2 Instruct below the midpoint.

Allen Institute for AI models average 64.2 on this benchmark. OLMo 2 Instruct is 12.4 points above that provider line, so it is a stronger result than the average Allen Institute for AI model.

Among open-weight models, the average is 72.4. OLMo 2 Instruct is 4.2 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 76.6 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 $3.03 per million input tokens, OLMo 2 Instruct 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
Command R+ Base Cohere 65536 $3.24 71.6
Gemma 3 Google DeepMind 65536 $3.68 73.6
Llama 3 Modal Chat Modal 65536 $3.55 73.3
Nova Lite Pro Amazon 200000 $9.69 74.1
OLMo 2 Instruct Allen Institute for AI 32768 $3.03 71.7
Firefunction Pro Fireworks AI 16384 $9.05 72.9
Claude 3.7 Sonnet Mini Anthropic 32768 $9.74 73.0

Other benchmarks for OLMo 2 Instruct

BenchmarkScoreRankPercentileRelative
MMLU-Pro 75.5 319 47th
GPQA Diamond 67.0 330 45th
SWE-bench Verified 61.0 300 50th
MATH-500 72.2 365 39th
AIME 2025 64.7 342 43th
LiveCodeBench 63.9 324 46th
IFEval 80.4 326 46th
TruthfulQA 73.5 365 39th
HellaSwag 84.1 280 53th
MMMU 70.3 288 52th
Arena Elo 1369.4 320 47th

FAQ

What score does OLMo 2 Instruct get on HumanEval?

OLMo 2 Instruct scores 76.6 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does OLMo 2 Instruct rank on HumanEval?

It ranks #318 of 600 models, in the 47th percentile. The leader is GPT-5.2 Pro at 96.8.

Is OLMo 2 Instruct 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 OLMo 2 Instruct cost?

OLMo 2 Instruct costs $3.03 per million input tokens and $14.45 per million output tokens.

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