APUN-Bench (Real-World) - Fine Pun Location: leaderboard

Metric: Fine pun-location accuracy (%), the predicted pun word exactly matching the annotated pun word after lemmatization, on the real-world set (893 human-recorded clips); temperature 0; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 10 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.0 Flash51.03#331
2Qwen2.5-Omni-7B42.85#601
3MERaLiON-2-10B35.45#567
4Qwen2-Audio-7B-Instruct24.95#859
5SALMONN-13B14.11#1237

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=apun-bench-real-world-fine-pun-location · How It Works · Data refreshed daily, snapshot 2026-10-11.