TW-LegalBench evaluates 13 LLMs on over 30,000 Taiwanese legal tasks from exams and judgments, showing top models pass lawyer thresholds but struggle with exact statute citations.
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Corpus-Grounded Feature Diffusion generates synthetic Traditional Chinese IEP training data from 25 seeds to fine-tune a 7B model that reaches BERTScore F1 0.779 on a 10-sample hold-out, beating several larger zero-shot models.
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TW-LegalBench: Measuring Taiwanese Legal Understanding
TW-LegalBench evaluates 13 LLMs on over 30,000 Taiwanese legal tasks from exams and judgments, showing top models pass lawyer thresholds but struggle with exact statute citations.
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Automated IEP Generation from Traditional Chinese Parent-Teacher Interviews via Corpus-Grounded Feature Diffusion
Corpus-Grounded Feature Diffusion generates synthetic Traditional Chinese IEP training data from 25 seeds to fine-tune a 7B model that reaches BERTScore F1 0.779 on a 10-sample hold-out, beating several larger zero-shot models.