Instruction following · 01.AI

Yi-Lightning on IFEval: score, rank and what it means

Yi-Lightning scores 85.8 on IFEval, placing it #166 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
85.8
0–100 scale
Rank
#166
of 600
Percentile
72th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
10.3
points

Score distribution

The chart shows the top 10 models on IFEval, with Yi-Lightning 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, Yi-Lightning sits at #166 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 10.3 points. The median model in this index scores 81.2, which puts Yi-Lightning above the midpoint.

01.AI models average 74.9 on this benchmark. Yi-Lightning is 10.9 points above that provider line, so it is a stronger result than the average 01.AI model.

Among multimodal models, the average is 85.2. Yi-Lightning is 0.6 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 85.8 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 $4.22 per million input tokens, Yi-Lightning 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
Claude Sonnet 4.5 Mini Anthropic 32768 $11.43 76.5
DeepSeek-Coder Chat DeepSeek 200000 $4.20 77.3
GLM-4.5 Zhipu AI 200000 $4.55 78.2
Llama 3.1 Cerebras Instruct Cerebras 65536 $4.11 76.1
Yi-Lightning 01.AI 32768 $4.22 77.2
Llama 3.3 Groq Instruct Groq 65536 $4.08 76.7
Qwen3-Coder Base Alibaba Cloud 200000 $3.99 76.6

Other benchmarks for Yi-Lightning

BenchmarkScoreRankPercentileRelative
MMLU-Pro 81.2 144 76th
GPQA Diamond 71.0 239 60th
SWE-bench Verified 65.7 200 67th
HumanEval 81.4 203 66th
MATH-500 80.1 205 66th
AIME 2025 70.6 246 59th
LiveCodeBench 71.6 159 74th
TruthfulQA 77.8 261 57th
HellaSwag 87.5 160 73th
MMMU 76.1 138 77th
Arena Elo 1396.4 221 63th

FAQ

What score does Yi-Lightning get on IFEval?

Yi-Lightning scores 85.8 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Yi-Lightning rank on IFEval?

It ranks #166 of 600 models, in the 72nd percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Yi-Lightning 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 Yi-Lightning cost?

Yi-Lightning costs $4.22 per million input tokens and $23.07 per million output tokens.

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