AI Edits a Classical Chinese Paper: Multi-Model Stress Test
A recent study explored the effectiveness of AI in editing a classical Chinese academic paper. The research identified several failure modes that existing benchmark frameworks do not capture. Additionally, a new evaluation framework called Academia-Bench was proposed to enhance academic judgment assessment.
- ▪The study focused on revising a bilingual classical Chinese paper to meet international journal standards.
- ▪Four specific sub-tasks were outlined for the AI editing process, including reinforcing arguments and standardizing formatting.
- ▪The research revealed four failure modes, including capability, integrity, completion, and identity contamination failures.
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Record
| Original publisher | Zenodo |
| Canonical URL | https://zenodo.org/records/20343571 |
| Publication time | Fri, 22 May 2026 12:58:05 +0000 |
| Retrieval time | 2026-05-22T13:07:02.304Z |
| Last seen | 2026-05-22T13:07:02.304Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | py9TvCQl8dsZ |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
Published May 22, 2026 | Version 1.0 Preprint Open What Happens When AI Edits a Classical Chinese Academic Paper: What Happens When AI Edits a Classical Chinese Academic Paper / 当AI修改古汉语学术论文时发生了什么 Authors/Creators Chen, Ai1 Claude Sonnet1 ChatGPT1 Claude Opus1 Show affiliations 1. Stardragon AGI Institute for Research Description 本文记录了一次在真实学术工作场景下进行的多模型压力测试。任务是将一篇双语古汉语学术论文(《重读〈狐假虎威〉》)修改至可投国际汉学期刊水准,具体包括四项子任务:加固核心语义论点(补充先秦假等于借用例)、前置摘要核心发现、扩展结论方法论段落、统一Chicago Author-Date格式。 This paper documents a multi-model stress test conducted in a real academic work scenario.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at Zenodo.