URL: Universal Referential Knowledge Linking via Task-instructed Representation Compression

1 code implementation • 24 Apr 2024 • Zhuoqun Li, Hongyu Lin, Tianshu Wang, Boxi Cao, Yaojie Lu, Weixiang Zhou, Hao Wang, Zhenyu Zeng, Le Sun, Xianpei Han

Linking a claim to grounded references is a critical ability to fulfill human demands for authentic and reliable information.

Information Retrieval Instruction Following +2

Meta-Cognitive Analysis: Evaluating Declarative and Procedural Knowledge in Datasets and Large Language Models

1 code implementation • 14 Mar 2024 • Zhuoqun Li, Hongyu Lin, Yaojie Lu, Hao Xiang, Xianpei Han, Le Sun

Declarative knowledge and procedural knowledge are two key parts in meta-cognitive theory, and these two hold significant importance in pre-training and inference of LLMs.

Harvesting Event Schemas from Large Language Models

1 code implementation • 12 May 2023 • Jialong Tang, Hongyu Lin, Zhuoqun Li, Yaojie Lu, Xianpei Han, Le Sun

Event schema provides a conceptual, structural and formal language to represent events and model the world event knowledge.