Coding · 01.AI

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

Yi-Lightning scores 71.6 on LiveCodeBench, placing it #159 of 600 models in the index. The benchmark average is 61.0 and the leader is Claude Sonnet 4.5 Reasoning at 85.1.

Score
71.6
0–100 scale
Rank
#159
of 600
Percentile
74th
within the index
Benchmark avg
61.0
all models
Leader
85.1
Claude Sonnet 4.5 Reasoning
Gap to leader
13.5
points

Score distribution

The chart shows the top 10 models on LiveCodeBench, with Yi-Lightning highlighted. Longer bars mean higher scores.

Claude Sonnet 4.5 Reasoning 85.1
Grok 4 Reasoning 85.1
Claude Opus 4.5 85.0
GPT-5.2 Max 84.8
Grok 4 Turbo 84.7
GPT-5.1 Turbo 84.6
GPT-5.2 Pro 84.6
GPT-5.2 Reasoning 84.6
Claude Opus 4.5 Pro 84.1
Gemini 3 Pro Max 83.6

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Sonnet 4.5 Reasoning Anthropic 400000 $19.48 87.7
2 Grok 4 Reasoning xAI 2000000 $19.67 87.8
3 Claude Opus 4.5 Anthropic 400000 $19.42 87.7
4 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
5 Grok 4 Turbo xAI 1000000 $19.21 86.7
6 GPT-5.1 Turbo OpenAI 2000000 $19.19 86.1
7 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
8 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
9 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
10 Gemini 3 Pro Max Google DeepMind 2000000 $20.57 87.9

What this score means

On LiveCodeBench, Yi-Lightning sits at #159 of 600. The leader, Claude Sonnet 4.5 Reasoning, scores 85.1, so the gap to the top is 13.5 points. The median model in this index scores 64.7, which puts Yi-Lightning above the midpoint.

01.AI models average 55.4 on this benchmark. Yi-Lightning is 16.2 points above that provider line, so it is a stronger result than the average 01.AI model.

Among multimodal models, the average is 70.3. Yi-Lightning is 1.3 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 71.6 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 LiveCodeBench. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Claude Haiku 4.5 Anthropic 1000000 $13.86 79.4
Doubao 1.5 Pro Pro ByteDance 128000 $14.10 80.2
GLM-4.6 Zhipu AI 128000 $5.10 80.2
Grok 4 Mini xAI 65536 $12.21 77.9
Yi-Lightning 01.AI 32768 $4.22 77.2
GLM-4.5 Base Zhipu AI 32768 $3.99 74.9
Llama 3 Anyscale Instruct Anyscale 200000 $3.91 75.7

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
IFEval 85.8 166 72th
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 LiveCodeBench?

Yi-Lightning scores 71.6 on LiveCodeBench in this index. The benchmark average is 61.0 and the top score is 85.1.

How does Yi-Lightning rank on LiveCodeBench?

It ranks #159 of 600 models, in the 74th percentile. The leader is Claude Sonnet 4.5 Reasoning at 85.1.

Is Yi-Lightning good at LiveCodeBench?

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 LiveCodeBench score calculated?

LiveCodeBench 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 Yi-Lightning cost?

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

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