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Haoyi Wu

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نسخة أولية وصول مفتوح

Learning to Learn from Context: Synthetic Training from Perturbed Public Documents

Haoyi Wu, Yang Xiao, Yusong Sun وآخرون · 2026

Real-world tasks often require large language models (LLMs) to learn from complex task-specific context rather than pretrained parametric knowledge. This capability remains a weakness of LLMs, while human annotation for such task contexts is expensive and difficult to scale. Public high-quality documents are an abundan …

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