Instruction following · Alibaba Cloud

Qwen3 Base on IFEval: score, rank and what it means

Qwen3 Base scores 85.3 on IFEval, placing it #179 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
85.3
0–100 scale
Rank
#179
of 600
Percentile
70th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
10.8
points

Score distribution

The chart shows the top 10 models on IFEval, with Qwen3 Base 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 Base sits at #179 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 10.8 points. The median model in this index scores 81.2, which puts Qwen3 Base above the midpoint.

Alibaba Cloud models average 80.9 on this benchmark. Qwen3 Base is 4.4 points above that provider line, so it is a stronger result than the average Alibaba Cloud model.

Among multimodal models, the average is 85.2. Qwen3 Base is 0.1 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 85.3 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 $4.33 per million input tokens, Qwen3 Base is above 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
Hunyuan-Turbo Max Tencent 128000 $12.40 78.3
Llama 3.3 Instruct Meta AI 128000 $4.33 76.6
Llama 4 Scout Chat Meta AI 32768 $4.66 78.0
Mistral Small 3 Instruct Mistral AI 32768 $3.97 75.1
Qwen3 Base Alibaba Cloud 65536 $4.33 77.4
Qwen3-Coder Instruct Alibaba Cloud 128000 $4.66 78.1
Claude Haiku 4.5 Anthropic 1000000 $13.86 79.4

Other benchmarks for Qwen3 Base

BenchmarkScoreRankPercentileRelative
MMLU-Pro 80.5 170 72th
GPQA Diamond 75.8 127 79th
SWE-bench Verified 66.7 176 71th
HumanEval 80.5 224 63th
MATH-500 83.9 126 79th
AIME 2025 69.8 262 56th
LiveCodeBench 68.8 214 64th
TruthfulQA 79.0 220 63th
HellaSwag 85.4 230 62th
MMMU 76.0 141 77th
Arena Elo 1408.2 186 69th

FAQ

What score does Qwen3 Base get on IFEval?

Qwen3 Base scores 85.3 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Qwen3 Base rank on IFEval?

It ranks #179 of 600 models, in the 70th percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Qwen3 Base good at IFEval?

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 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 Base cost?

Qwen3 Base costs $4.33 per million input tokens and $15.39 per million output tokens.

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