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cs.CL2026
Cell-Based Representation of Relational Binding in Language Models
Qin Dai, Benjamin Heinzerling, Kentaro Inui
Understanding a discourse requires tracking entities and the relations that hold between them. While Large Language Models (LLMs) perform well on relational reasoning, the mechanis…
cs.CL2024
Representational Analysis of Binding in Language Models
Qin Dai, Benjamin Heinzerling, Kentaro Inui
Entity tracking is essential for complex reasoning. To perform in-context entity tracking, language models (LMs) must bind an entity to its attribute (e.g., bind a container to its…
cs.CL2022
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation Extraction
Qin Dai, Benjamin Heinzerling, Kentaro Inui
Bi-encoder architectures for distantly-supervised relation extraction are designed to make use of the complementary information found in text and knowledge graphs (KG). However, cu…