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

Cloze: restore a masked two-character word from four tone-consistent candidates sampled without part-of-speech linkage, on a contemporary out-of-sample corpus of metrically verified classical Chinese poems by pseudonymous university poets, from Neo-Classic (Zhang et al., 2026). Accuracy in percent on a 100-question sample; higher is better.

Metric: Accuracy (%; restore a masked two-character word in a contemporary poem from four tone-consistent candidates sampled without part-of-speech linkage; 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 2029. 8 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 Max69#401
2DeepSeek V3.265.4#403
3GPT-4o57.3#741
4Gemini 2.5 Pro57#262
5Yi 1.5 34B Chat53#2513
6Gemini 3 Pro (Preview)39#111

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

Interactive version: theaggregate.ai/benchmark?slug=neo-classic-word-cloze-random-distractors · How It Works · Data refreshed daily, snapshot 2026-11-12.