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PoetryQwen model enhances classical Chinese poetry analysis with new dataset

Researchers have developed a new dataset, CCPoetry-49K, containing over 49,000 instruction-response pairs specifically for classical Chinese poetry analysis. They then fine-tuned the Qwen2.5-14B model using LoRA to create PoetryQwen, a domain-specialized LLM. This specialized model achieved a score of 0.757 on the CCL25-Eval Task 5 benchmark, outperforming the baseline Qwen2.5-14B-Instruct by 9.7% and demonstrating improved capabilities in precise translation and emotional understanding of classical poetry. AI

IMPACT This work introduces a specialized dataset and model for classical Chinese poetry, potentially improving LLM performance in niche cultural and linguistic domains.

RANK_REASON The cluster contains a research paper detailing a new dataset and a fine-tuned model for a specific task.

Read on arXiv cs.AI →

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PoetryQwen model enhances classical Chinese poetry analysis with new dataset

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COVERAGE [3]

  1. arXiv cs.AI TIER_1 English(EN) · Haotao Xie ·

    System Report for CCL25-Eval Task 5: New Dataset and LoRA-Fine-Tuned Qwen2.5

    arXiv:2606.12392v1 Announce Type: cross Abstract: Recently, large language models (LLMs) have achieved promising progress in the fields of classical Chinese translation and the generation of classical poetry. However, domain-specific research on precise translation and affective-…

  2. arXiv cs.AI TIER_1 English(EN) · Haotao Xie ·

    System Report for CCL25-Eval Task 5: New Dataset and LoRA-Fine-Tuned Qwen2.5

    Recently, large language models (LLMs) have achieved promising progress in the fields of classical Chinese translation and the generation of classical poetry. However, domain-specific research on precise translation and affective-semantic understanding of classical poetry remains…

  3. Hugging Face Daily Papers TIER_1 English(EN) ·

    System Report for CCL25-Eval Task 5: New Dataset and LoRA-Fine-Tuned Qwen2.5

    Recently, large language models (LLMs) have achieved promising progress in the fields of classical Chinese translation and the generation of classical poetry. However, domain-specific research on precise translation and affective-semantic understanding of classical poetry remains…