MaMe-Re (Speech Text): leaderboard

Manga meme reply selection (MaMe-Re; Kohita and Yoshioka, 2026): given a Japanese social-media post, the model picks the funniest reply among 400 panels of the free-licensed manga Black Jack ni Yoroshiku, each given by its speech text. Every post-panel pair was rated funny or not by five crowdworkers; Score@1 is the mean share of raters who found the chosen panel funny, in percent over 250 posts (random choice scores about 25.5); higher is better.

Metric: Score@1 (%; mean share of five crowdworkers who rated the chosen manga-panel reply funny, 250 contexts, panels given by their speech text). Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5 Mini (2025-08-07)32.2#341
2GPT-531.4#163
3Gemini 2.5 Flash29.6#452
4GPT-OSS-120B29.2#699
5Gemini 2.5 Pro28.6#262
6Claude Sonnet 4 (20250514)28#386

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=mame-re-speech-text · How It Works · Data refreshed daily, snapshot 2026-11-12.