Neo-Classic - Regulated Verse Line Ordering (CoT, Expert Prompt): leaderboard
Discourse ordering of the eight shuffled lines of a regulated verse (Lyu) with an expert chain-of-thought prompt that walks through rhyme, parallel couplets and opening and closing lines, 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 the order of the eight shuffled lines of a contemporary regulated verse (Lyu) with an expert chain-of-thought prompt describing rhyme, parallelism and discourse checks; 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 February 2027. 9 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3 Pro (Preview) | 36 | #111 |
| 2 | GPT-5 Pro | 24 | #151 |
| 3 | DeepSeek V3.2 | 13.8 | #403 |
| 4 | Qwen 3 Max | 13 | #401 |
| 5 | Gemini 2.5 Pro | 8 | #262 |
| 6 | GPT-4o | 0 | #741 |
| 7 | Yi 1.5 34B Chat | 0 | #2513 |
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-regulated-verse-line-ordering-cot-expert-prompt · How It Works · Data refreshed daily, snapshot 2026-11-12.