BERT stores relational knowledge extractable via cloze queries without fine-tuning and matches supervised baselines on open-domain QA tasks.
A Primer on Neural Network Models for Natural Language Processing.J
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A locally deployed Qwen3 4B model achieved 82.25% mean accuracy retrieving 56 features from pemphigus longitudinal records and generated summaries rated 7.93-8.50 by dermatologists with 53.3% preference over human versions.
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Language Models as Knowledge Bases?
BERT stores relational knowledge extractable via cloze queries without fine-tuning and matches supervised baselines on open-domain QA tasks.
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Privacy-Preserving Local Language Models for Longitudinal Data Retrieval in Chronic Dermatologic Disease: Implementation in Pemphigus Patients
A locally deployed Qwen3 4B model achieved 82.25% mean accuracy retrieving 56 features from pemphigus longitudinal records and generated summaries rated 7.93-8.50 by dermatologists with 53.3% preference over human versions.