AGC-Bench - munch: leaderboard

The "munch" 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: Estimated already saturated. 83 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.11.18#248
2GPT-5.51.18#31
3GPT-4.1 Mini1.06#355
4GPT-5.41.04#79
5Claude Sonnet 4.60.98#90
6Claude Opus 4.70.98#49
7Gemma 4 31B (IT)0.98#176
8GPT-5.10.98#135
9GLM-5.10.98#97
10Claude Opus 4.50.98#83
11ERNIE 4.5 300B A47B0.98#458
12Qwen Turbo0.98#699
13GPT-5.4 Mini0.94#212
14DeepSeek V3.20.9#205
15GLM-4.70.9#192

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-munch · How It Works · Data refreshed daily, snapshot 2026-10-20.