CommonGen: leaderboard

Given a handful of concepts, write a plausible sentence that uses all of them. Scores combine concept coverage, part-of-speech agreement and a win rate against a reference, which is what separates a fluent sentence from one that merely contains the words.

Metric: Overall (%). Source: inklab.usc.edu. Saturation forecast: Estimated already saturated. 11 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4 (0613)45.11#491
2GPT-4 Preview (1106)44.08#418
3GPT-3.5 Turbo38.06#865
4Yi Chat 34B23.73#976
5vicuna-13B-v1.518.75#1392
6tulu-2-dpo-70B16.36#1052
7Mixtral 8x7B Instruct (v0.1)11.03#1073
8Llama 2 7B Chat10.45#1499
9zephyr-7B-beta10.13#1330
10Yi 6B (Chat)10.07#1408

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=commongen · How It Works · Data refreshed daily, snapshot 2026-10-20.