Coding · OpenAI

GPT-5.2 Turbo on HumanEval: score, rank and what it means

GPT-5.2 Turbo scores 93.2 on HumanEval, placing it #9 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
93.2
0–100 scale
Rank
#9
of 600
Percentile
99th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
3.6
points

Score distribution

The chart shows the top 10 models on HumanEval, with GPT-5.2 Turbo 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, GPT-5.2 Turbo sits at #9 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 3.6 points. The median model in this index scores 77.4, which puts GPT-5.2 Turbo above the midpoint.

OpenAI models average 87.6 on this benchmark. GPT-5.2 Turbo is 5.6 points above that provider line, so it is a stronger result than the average OpenAI model.

Among frontier models, the average is 90.8. GPT-5.2 Turbo is 2.4 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 93.2 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 $20.73 per million input tokens, GPT-5.2 Turbo 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
Claude Opus 4.5 Anthropic 400000 $19.42 87.7
GPT-5.2 Max OpenAI 1000000 $21.39 89.2
Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
Grok 4 Max xAI 2000000 $19.70 86.6
GPT-5.2 Turbo OpenAI 1000000 $20.73 87.4
GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
Grok 4 Turbo xAI 1000000 $19.21 86.7

Other benchmarks for GPT-5.2 Turbo

BenchmarkScoreRankPercentileRelative
MMLU-Pro 87.3 28 95th
GPQA Diamond 84.0 11 98th
SWE-bench Verified 77.4 19 97th
MATH-500 92.7 15 98th
AIME 2025 86.7 21 97th
LiveCodeBench 82.5 20 97th
IFEval 92.0 39 94th
TruthfulQA 87.3 31 95th
HellaSwag 95.5 2 100th
MMMU 83.3 18 97th
Arena Elo 1500.3 3 100th

FAQ

What score does GPT-5.2 Turbo get on HumanEval?

GPT-5.2 Turbo scores 93.2 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does GPT-5.2 Turbo rank on HumanEval?

It ranks #9 of 600 models, in the 99th percentile. The leader is GPT-5.2 Pro at 96.8.

Is GPT-5.2 Turbo 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 GPT-5.2 Turbo cost?

GPT-5.2 Turbo costs $20.73 per million input tokens and $96.05 per million output tokens.

Related