Large Language Models

MARVEL: Modular Abstention for Reliable and Versatile Expert LLMs featured image

Large Language Models

MARVEL: Modular Abstention for Reliable and Versatile Expert LLMs

A modular abstention framework for reliable expert LLMs that enables selective abstention from uncertain questions.

Jul 1, 2025 • 1 min read

Do Language Models Mirror Human Confidence? Exploring Psychological Insights to Address Overconfidence in LLMs featured image

Large Language Models

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.

May 1, 2025 • 1 min read

AutoScale-Automatic Prediction of Compute-optimal Data Composition for Training LLMs featured image

Large Language Models

AutoScale-Automatic Prediction of Compute-optimal Data Composition for Training LLMs

Automatic prediction of compute-optimal data composition for efficient LLM training.

May 1, 2025 • 1 min read

Know Your Limits: A Survey of Abstention in Large Language Models featured image

Large Language Models

Know Your Limits: A Survey of Abstention in Large Language Models

A comprehensive survey of abstention mechanisms in large language models, covering theory, implementation, and evaluation.

Feb 1, 2025 • 1 min read

Confidence Calibration

Mitigating Overconfidence in Large Language Models: A Behavioral Lens on Confidence Estimation and Calibration

Behavioral analysis and mitigation strategies for overconfidence in large language models.

Dec 1, 2024 • 1 min read

Characterizing LLM Abstention Behavior in Science QA with Context Perturbations featured image

Large Language Models

Characterizing LLM Abstention Behavior in Science QA with Context Perturbations

Characterizing LLM abstention behavior in science QA with context perturbations.

Oct 1, 2024 • 1 min read