Liangming Pan

How do Transformers Learn Implicit Reasoning?

MuSLR: Multimodal Symbolic Logical Reasoning

REPANA: Reasoning Path Navigated Program Induction for Universally Reasoning over Heterogeneous Knowledge Bases

COrAL: Order-Agnostic Language Modeling for Efficient Iterative Refinement

Gödel Agent: A Self-Referential Framework Helps for Recursively Self-Improvement

SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation

Understanding the Interplay between Parametric and Contextual Knowledge for Large Language Models