MARVEL: Modular Abstention for Reliable and Versatile Expert LLMs
A modular abstention framework for reliable expert LLMs that enables selective abstention from uncertain questions.
Do Language Models Mirror Human Confidence? Exploring Psychological Insights to Address Overconfidence in LLMs
Exploring psychological insights to address overconfidence in LLMs by comparing with human confidence patterns.
Chenjun Xu*
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1 min read
AutoScale-Automatic Prediction of Compute-optimal Data Composition for Training LLMs
Automatic prediction of compute-optimal data composition for efficient LLM training.
Feiyang Kang
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1 min read
Characterizing LLM Abstention Behavior in Science QA with Context Perturbations
Characterizing LLM abstention behavior in science QA with context perturbations.
CCQ: cross-class query network for partially labeled organ segmentation
Cross-class query network for partially labeled organ segmentation in medical images.
Xuyang Liu
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1 min read
ExpScore: Learning metrics for recommendation explanation
Learning metrics for evaluating recommendation explanations.