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CL-bench Life leaderboard

GPT-5.5 leads
22.2%
models measured
13
lead over #2
+0.5 pts
median
13.2%

Leader on CL-bench Life · read October 21

  1. 22.2% GPT-5.5
  2. 21.7% GPT-5.4
  3. 17.3% GPT-5.1

On October 21, 2026, 13 of our catalog's models had a CL-bench Life result, and OpenAI GPT-5.5 led with 22.2%.

Epoch AI collects its results; its benchmarking hub describes the tasks and links the authors.

Role in the index

We collect this benchmark and show it as supporting evidence. It is not part of the Vibe Coding Index, because it measures something other than coding and the index is about coding. Read the methodology

CL-bench Life results for models in the catalog
# Model Result Evidence Coding index Output $/Mtok
1 GPT-5.5OpenAI 22.2% 67.8 $30.00
2 GPT-5.4OpenAI 21.7% 37.7 $15.00
3 GPT-5.1OpenAI 17.3% 53.3 $10.00
4 Claude Opus 4.6Anthropic 17.0% 66.9 $25.00
5 Gemini 3.1 Pro PreviewGoogle 16.9% 35.3 $12.00
6 DeepSeek V4 Pro 0423DeepSeek 13.5% 35.3 $1.9105
7 Kimi K2.5Moonshot AI 13.2% 58.5 $2.50
8 Qwen3.5 Plus 2026-04-20Qwen 12.4% Not benchmarked $1.80
9 Grok 4.20xAI 11.9% Not benchmarked $2.50
10 GLM 4.7Z.ai 10.9% 33.6 $1.98
11 DeepSeek V3.2 ExpDeepSeek 9.5% 55.0 $0.41
12 DeepSeek V3.2DeepSeek 7.4% 54.4 $0.42
13 MiniMax M2.5MiniMax 6.3% 59.4 $0.95

Only models in our catalog are listed, and each appears once with its best published run. 197 rows were read from the source on October 21, 2026, and rows that match no catalog model are left out.