Coding · DeepInfra

Llama 3 DeepInfra 8B on HumanEval: score, rank and what it means

Llama 3 DeepInfra 8B scores 60.2 on HumanEval, placing it #501 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
60.2
0–100 scale
Rank
#501
of 600
Percentile
17th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
36.6
points

Score distribution

The chart shows the top 10 models on HumanEval, with Llama 3 DeepInfra 8B 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 DeepInfra 8B sits at #501 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 36.6 points. The median model in this index scores 77.4, which puts Llama 3 DeepInfra 8B below the midpoint.

DeepInfra models average 68.8 on this benchmark. Llama 3 DeepInfra 8B is 8.6 points below that provider line, so it is a weaker result than the average DeepInfra model.

Among small open-weight models, the average is 56.7. Llama 3 DeepInfra 8B is 3.5 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 60.2 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 $1.05 per million input tokens, Llama 3 DeepInfra 8B 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
Embed 4 Mini Cohere 4096 $2.48 55.8
Llama 3.1 7B Meta AI 8192 $1.01 57.4
Yi-Lightning 8B 01.AI 4096 $1.16 59.2
Llama 3.1 Cerebras 7B Cerebras 32768 $0.95 56.5
Llama 3 DeepInfra 8B DeepInfra 8192 $1.05 57.4
Llama 3 Novita 7B Novita AI 8192 $0.92 56.3
MiniMax-Text 7B MiniMax 16384 $1.10 57.7

Other benchmarks for Llama 3 DeepInfra 8B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 65.0 454 24th
GPQA Diamond 52.7 491 18th
SWE-bench Verified 42.9 491 18th
MATH-500 57.4 495 18th
AIME 2025 46.5 482 20th
LiveCodeBench 47.4 471 22th
IFEval 69.7 466 22th
TruthfulQA 63.5 482 20th
HellaSwag 72.0 497 17th
MMMU 54.4 504 16th
Arena Elo 1242.0 506 16th

FAQ

What score does Llama 3 DeepInfra 8B get on HumanEval?

Llama 3 DeepInfra 8B scores 60.2 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Llama 3 DeepInfra 8B rank on HumanEval?

It ranks #501 of 600 models, in the 17th percentile. The leader is GPT-5.2 Pro at 96.8.

Is Llama 3 DeepInfra 8B 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 DeepInfra 8B cost?

Llama 3 DeepInfra 8B costs $1.05 per million input tokens and $3.99 per million output tokens.

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