Coding · Novita AI

Llama 3 Novita Instruct on HumanEval: score, rank and what it means

Llama 3 Novita Instruct scores 82.2 on HumanEval, placing it #182 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
82.2
0–100 scale
Rank
#182
of 600
Percentile
70th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
14.6
points

Score distribution

The chart shows the top 10 models on HumanEval, with Llama 3 Novita 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, Llama 3 Novita Instruct sits at #182 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 14.6 points. The median model in this index scores 77.4, which puts Llama 3 Novita Instruct above the midpoint.

Novita AI models average 68.9 on this benchmark. Llama 3 Novita Instruct is 13.3 points above that provider line, so it is a stronger result than the average Novita AI model.

Among multimodal models, the average is 82.2. Llama 3 Novita Instruct is 0.0 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 82.2 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 $3.94 per million input tokens, Llama 3 Novita 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
Codestral Chat Mistral AI 32768 $3.89 75.8
ERNIE 4.0 Reasoning Baidu 65536 $12.20 77.8
GLM-4.5 Instruct Zhipu AI 200000 $4.70 78.8
Kimi K1.5 Base Moonshot AI 65536 $4.34 77.4
Llama 3 Novita Instruct Novita AI 32768 $3.94 75.6
Qwen3-Coder Instruct Alibaba Cloud 128000 $4.66 78.1
Hunyuan-Large Tencent 65536 $4.33 78.2

Other benchmarks for Llama 3 Novita Instruct

BenchmarkScoreRankPercentileRelative
MMLU-Pro 77.5 260 57th
GPQA Diamond 73.8 175 71th
SWE-bench Verified 63.2 250 58th
MATH-500 79.9 212 65th
AIME 2025 70.2 254 58th
LiveCodeBench 68.3 220 63th
IFEval 81.4 293 51th
TruthfulQA 80.1 174 71th
HellaSwag 84.5 266 56th
MMMU 70.9 273 55th
Arena Elo 1395.1 228 62th

FAQ

What score does Llama 3 Novita Instruct get on HumanEval?

Llama 3 Novita Instruct scores 82.2 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Llama 3 Novita Instruct rank on HumanEval?

It ranks #182 of 600 models, in the 70th percentile. The leader is GPT-5.2 Pro at 96.8.

Is Llama 3 Novita Instruct 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 Llama 3 Novita Instruct cost?

Llama 3 Novita Instruct costs $3.94 per million input tokens and $19.63 per million output tokens.

Related