AGC-Bench - proparalogy: leaderboard

The "proparalogy" 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: Not forecast. 82 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.5 Flash (02-23)0.95#185
2Hermes 4 405B0.94#334
3GPT-5.50.9#31
4Olmo 3.1 32B Instruct0.87#763
5pixtral-large-24110.87#478
6Kimi K2.50.86#144
7Hermes-3-Llama-3.1-405B0.86#510
8Claude Sonnet 4.60.86#90
9Claude Sonnet 4.50.86#142
10GPT-5.40.82#79
11Qwen Turbo0.79#699
12GPT-5.10.78#135
13GPT-4.10.78#248
14Nova Lite (v1)0.78#830
15Mistral Medium 3.10.77#408

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