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Do Evaluation Metrics Detect Errors in Classical Chinese to English Translations?

arXiv cs.CL · 2026-08-11 Cached

This paper investigates whether automatic evaluation metrics for machine translation are reliable for Classical Chinese to English translation, using a diagnostic framework based on minimal pairs. It finds all metrics have blind spots, with MetricX24 performing best overall.

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#classical-chinese

From Inline Notes to Collected Commentaries: Toward Context-Preserving Organization of Exegetical Knowledge in Classical Chinese Texts

arXiv cs.CL · 2026-08-03 Cached

This paper presents a computational framework for automatically compiling collected commentaries on classical Chinese texts, preserving contextual dependencies of inline notes via prompt chaining and cross-source clustering.

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Beyond Similarity: Grounded Agentic Extraction and Expert-Adjudicated Evaluation of Intertextuality in Classical Chinese Histories

arXiv cs.CL · 2026-07-31 Cached

This paper recasts fine-grained intertextuality extraction in Classical Chinese histories as an agentic LLM task, grounding reuse in exact character spans and a five-dimension typology, validated by expert-adjudicated benchmarks and scaled to the Twenty-Four Histories.

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A Fine-Tuned BERT Classifier for Personal-Letter Titles in Late-Ming and Early-Qing Collected Works

arXiv cs.CL · 2026-05-25 Cached

This paper presents Lepton, a fine-tuned BERT classifier that predicts whether a title in Classical Chinese wenji table-of-contents is a personal letter or a preface, leveraging 5,438 hand-labeled titles from late-Ming and early-Qing literati.

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