Instruction following · Alibaba Cloud

Qwen3-Coder 8B on IFEval: score, rank and what it means

Qwen3-Coder 8B scores 70.1 on IFEval, placing it #461 of 600 models in the index. The benchmark average is 78.6 and the leader is Claude Opus 4.5 Pro at 96.1.

Score
70.1
0–100 scale
Rank
#461
of 600
Percentile
23th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
26.0
points

Score distribution

The chart shows the top 10 models on IFEval, with Qwen3-Coder 8B highlighted. Longer bars mean higher scores.

Claude Opus 4.5 Pro 96.1
Claude Opus 4.5 Reasoning 95.9
GPT-5.2 Pro 95.6
GPT-5.2 Max 95.2
GPT-5.2 Reasoning 95.0
GPT-5.1 Pro 94.8
Gemini 3 Pro Max 94.7
GPT-5.1 Reasoning 94.6
Claude Opus 4.5 Max 94.5
o4 Reasoning 94.5

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
2 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2
3 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
4 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
5 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
6 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
7 Gemini 3 Pro Max Google DeepMind 2000000 $20.57 87.9
8 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
9 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
10 o4 Reasoning OpenAI 1000000 $19.69 87.5

What this score means

On IFEval, Qwen3-Coder 8B sits at #461 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 26.0 points. The median model in this index scores 81.2, which puts Qwen3-Coder 8B below the midpoint.

Alibaba Cloud models average 80.9 on this benchmark. Qwen3-Coder 8B is 10.8 points below that provider line, so it is a weaker result than the average Alibaba Cloud model.

Among coding models, the average is 77.6. Qwen3-Coder 8B is 7.5 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 70.1 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 $1.43 per million input tokens, Qwen3-Coder 8B is below the median input price of $4.00 across the 600 models scored on IFEval. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Llama 3.3 8B Meta AI 8192 $1.26 60.1
Command R+ 8B Cohere 8192 $1.21 57.7
DeepSeek-Coder 7B DeepSeek 32768 $1.14 57.3
DeepSeek-V3.2 1.5B DeepSeek 4096 $1.02 56.9
Qwen3-Coder 8B Alibaba Cloud 32768 $1.43 61.3
Hunyuan-Large 7B Tencent 32768 $1.08 57.7
Reka Flash Nano Reka AI 16384 $3.93 61.0

Other benchmarks for Qwen3-Coder 8B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 67.6 423 30th
GPQA Diamond 55.4 459 24th
SWE-bench Verified 46.0 453 25th
HumanEval 64.6 446 26th
MATH-500 63.5 430 28th
AIME 2025 54.4 418 30th
LiveCodeBench 52.4 423 30th
TruthfulQA 64.9 461 23th
HellaSwag 76.6 419 30th
MMMU 58.8 444 26th
Arena Elo 1286.5 436 27th

FAQ

What score does Qwen3-Coder 8B get on IFEval?

Qwen3-Coder 8B scores 70.1 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Qwen3-Coder 8B rank on IFEval?

It ranks #461 of 600 models, in the 23rd percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Qwen3-Coder 8B good at IFEval?

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 IFEval score calculated?

IFEval is a instruction following 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 Qwen3-Coder 8B cost?

Qwen3-Coder 8B costs $1.43 per million input tokens and $7.30 per million output tokens.

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