APUN-Bench (Synthetic) - Coarse Pun Location: leaderboard

Metric: Coarse pun-location accuracy (%), the predicted pun word matched to the nearest spoken word by IPA edit distance and phonetic-feature similarity, on the synthetic set (3,541 SemEval-2017 pun and non-pun sentences voiced with Parler-TTS); temperature 0; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 10 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.0 Flash65.8#331
2Qwen2.5-Omni-7B60.98#601
3MERaLiON-2-10B60.44#567
4Qwen2-Audio-7B-Instruct50.81#859
5SALMONN-13B34.41#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-synthetic-coarse-pun-location · How It Works · Data refreshed daily, snapshot 2026-10-11.