论文精选 82arXiv

Cross-Scale Transfer Learning for Depression Severity Prediction: From PHQ-8 to HAMD-17 Across Languages and Clinical Paradigms· 跨语言和临床范式的抑郁严重程度预测

This work addresses continuous depression-severity score prediction from clinical interview transcripts under data scarcity. We propose a sequential low-rank adaptation (LoRA) protocol for cross-scale transfer: a Qwen3 backbone with a bounded regression head is first fine-tuned on the English DAIC-WOZ dataset (189 avatar-mediated sessions, PHQ-8), and the adapter then initializes fine-tuning on the Chinese PDCH dataset (100 real clinical consultations, HAMD-17), where a reinitialised, scale-specific head predicts the clinician-assigned score. All configurations use patient-level stratified 5-fold, 2-repeat cross-validation. On the data-scarce HAMD-17 target, the sequential protocol attains the best point-estimate MAE , RMSE, and macro-$F_1$ on both 0.6B and 1.7B backbones, outperforming ta

领域：cs.CL作者：Wenjie Feng、Sahba Zojaji、Satoshi Nakamura

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📎 发布于 09-24 01:30🔗 阅读原文（arxiv.org）📄 PDF

Low-Bit N-Gram Embeddings for Language Models· 大模型低精度 n-gram 嵌入

Many recent open-weight language models use n-gram embedding tables to improve performance…

领域：cs.CL作者：Stephen Chung、Wenyu Du

📎 arXiv🕒 10-23 01:56🔗 arxiv.org

论文精选 82

Can an Agent Debug a Web Corpus? Agentic Auditing of Slovak FineWeb2· LLM 能否调试网络语料库？

Multilingual pipelines such as FineWeb2 apply one recipe across a thousand languages, leav…

领域：cs.CL作者：Marek Šuppa、Ivan Vykopal、Jaroslav Kopčan

📎 arXiv🕒 10-23 01:52🔗 arxiv.org

论文精选 83

Bilingual Language Models Capture Cross-Linguistic Influence in Second-Language Reading· 双语模型捕捉二语阅读的跨语言影响

While monolingual language model (LM) surprisal is widely established as a predictor of re…

领域：cs.CL作者：Abderrahmane Issam、Irene E. Winther、Stefan L. Frank

📎 arXiv🕒 10-23 01:42🔗 arxiv.org

论文精选 82

How Ground Truth Shapes Retrieval Scores: Evidence-Aware Evaluation of a Retrieval-Augmented Generation System for Breast Lesions· 乳腺病变管理文献中的检索系统评估

Purpose: To describe an evidence-aware retrieval evaluation protocol for a clinical retrie…

领域：cs.CL作者：Miguel Mochizuki Silva、Samuel Ismael、Mateus C. Dias

📎 arXiv🕒 10-23 01:36🔗 arxiv.org

论文精选 80

Would an LLM Match into a Residency? Uncertainty, Reasoning and Image Use of Open Language Models on the Spanish MIR Examination· 大语言模型能通过医学考试吗？

Accuracy on medical examinations is common evidence offered for the clinical use of langua…

领域：cs.CL作者：Miguel Fernandez-de-Retana、Unai Zulaika、Ruben Sanchez-Corcuera

📎 arXiv🕒 10-23 01:23🔗 arxiv.org

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