AGC-Bench - grapheval_iclr: leaderboard

The "grapheval_iclr" subtask of AGC-Bench. A task from AGC-Bench, evaluating models on open-ended creative and figurative-language generation — humor, metaphor, analogy, storytelling and brainstorming — typically graded by LLM-as-judge.

Metric: Dataset z-score. Source: huggingface.co. Saturation forecast: Around September 2027. 83 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.5 Flash (02-23)2.04#185
2Claude Opus 4.71.9#49
3NVIDIA Nemotron Nano 9B V21.73#823
4GPT-5.41.41#79
5Gemma 4 31B (IT)1.34#176
6GPT-5.50.9#31
7GPT-4.10.9#248
8Claude Sonnet 4.50.84#142
9GLM-50.84#141
10Claude Opus 4.60.83#63
11GLM-4.60.82#252
12Claude Sonnet 40.77#199
13Kimi K2.50.74#144
14Nemotron Nano 12B v2 VL0.74#752
15Claude Sonnet 4.60.71#90

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

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