Coding · Baseten

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

Llama 3 Baseten Chat scores 76.8 on HumanEval, placing it #310 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
76.8
0–100 scale
Rank
#310
of 600
Percentile
48th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
20.0
points

Score distribution

The chart shows the top 10 models on HumanEval, with Llama 3 Baseten Chat 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 Chat sits at #310 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 20.0 points. The median model in this index scores 77.4, which puts Llama 3 Baseten Chat below the midpoint.

Baseten models average 68.7 on this benchmark. Llama 3 Baseten Chat is 8.1 points above that provider line, so it is a stronger result than the average Baseten model.

Among multimodal models, the average is 82.2. Llama 3 Baseten Chat is 5.4 points below that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 76.8 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 $3.55 per million input tokens, Llama 3 Baseten Chat 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
Firefunction Reasoning Fireworks AI 8192 $9.08 72.5
Yi-Large Instruct 01.AI 32768 $3.48 73.4
QwQ Base Alibaba Cloud 65536 $3.68 74.1
Seed-OSS ByteDance 32768 $3.74 75.3
Llama 3 Baseten Chat Baseten 200000 $3.55 73.2
Nemotron 4 Base NVIDIA 8192 $3.29 73.0
Nova Lite Turbo Amazon 8192 $9.14 73.2

Other benchmarks for Llama 3 Baseten Chat

BenchmarkScoreRankPercentileRelative
MMLU-Pro 75.0 333 45th
GPQA Diamond 69.3 286 52th
SWE-bench Verified 62.9 255 58th
MATH-500 77.2 273 55th
AIME 2025 68.4 288 52th
LiveCodeBench 64.0 317 47th
IFEval 82.1 273 55th
TruthfulQA 76.3 298 50th
HellaSwag 84.2 271 55th
MMMU 69.4 319 47th
Arena Elo 1396.4 219 64th

FAQ

What score does Llama 3 Baseten Chat get on HumanEval?

Llama 3 Baseten Chat scores 76.8 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Llama 3 Baseten Chat rank on HumanEval?

It ranks #310 of 600 models, in the 48th percentile. The leader is GPT-5.2 Pro at 96.8.

Is Llama 3 Baseten Chat 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 Chat cost?

Llama 3 Baseten Chat costs $3.55 per million input tokens and $16.64 per million output tokens.

Related