Coding · Baseten

Llama 3 Baseten 7B on HumanEval: score, rank and what it means

Llama 3 Baseten 7B scores 57.8 on HumanEval, placing it #526 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
57.8
0–100 scale
Rank
#526
of 600
Percentile
12th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
39.0
points

Score distribution

The chart shows the top 10 models on HumanEval, with Llama 3 Baseten 7B 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, Llama 3 Baseten 7B sits at #526 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 39.0 points. The median model in this index scores 77.4, which puts Llama 3 Baseten 7B below the midpoint.

Baseten models average 68.7 on this benchmark. Llama 3 Baseten 7B is 10.9 points below that provider line, so it is a weaker result than the average Baseten model.

Among small open-weight models, the average is 56.7. Llama 3 Baseten 7B is 1.1 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 57.8 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 $0.87 per million input tokens, Llama 3 Baseten 7B 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
Nemotron 4 7B NVIDIA 16384 $1.05 56.9
Llama 3 Modal 8B Modal 32768 $0.98 56.6
Magistral 1.5B Mistral AI 4096 $0.67 52.7
Yi-Lightning 7B 01.AI 32768 $1.00 55.9
Llama 3 Baseten 7B Baseten 32768 $0.87 55.3
GLM-4.6 1.5B Zhipu AI 4096 $0.92 54.7
Mixtral Turbo 8B Together AI 4096 $0.75 54.1

Other benchmarks for Llama 3 Baseten 7B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 62.5 495 18th
GPQA Diamond 49.6 530 12th
SWE-bench Verified 43.1 489 19th
MATH-500 55.7 511 15th
AIME 2025 42.9 524 13th
LiveCodeBench 42.5 521 13th
IFEval 66.1 516 14th
TruthfulQA 62.1 502 16th
HellaSwag 71.4 511 15th
MMMU 54.9 499 17th
Arena Elo 1233.5 523 13th

FAQ

What score does Llama 3 Baseten 7B get on HumanEval?

Llama 3 Baseten 7B scores 57.8 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Llama 3 Baseten 7B rank on HumanEval?

It ranks #526 of 600 models, in the 12th percentile. The leader is GPT-5.2 Pro at 96.8.

Is Llama 3 Baseten 7B 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 Llama 3 Baseten 7B cost?

Llama 3 Baseten 7B costs $0.87 per million input tokens and $4.51 per million output tokens.

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