Neo-Classic - Word Cloze (Tone Distractors): leaderboard

Metric: Accuracy (%; restore a masked two-character word in a contemporary poem from four candidates, two of them synonyms that break the tonal pattern; accuracy on a 100-question sample of the task, as reported in the paper's full results table (accuracy@IF); temperature 0.1, top-p 0.9). Source: arxiv.org. Saturation forecast: Around 2030. 8 models tracked.

Top models

#ModelScore
1Qwen 3 Max66
2Gemini 2.5 Pro62
3DeepSeek V3.261.8
4Gemini 3 Pro (Preview)60
5Yi 1.5 34B Chat59
6GPT-4o51.6

Interactive version: theaggregate.ai/benchmark?slug=neo-classic-word-cloze-tone-distractors · How It Works · Data refreshed daily, snapshot 2026-09-26.