Discourse-Aware Language Representation.
Sign Up to like & getrecommendations! Published in 2025 at "IEEE transactions on pattern analysis and machine intelligence"
DOI: 10.1109/tpami.2025.3621229
Abstract: Recent Transformer-based language representation techniques have commonly adopted a straightforward approach to modeling textual context as a linear sequence of successive tokens. However, this sequential modeling strategy falls short in actively exploring intermediate structures present… read more here.
Keywords: aware language; discourse aware; language; language representation ... See more keywords
Discourse-Aware Graph Networks for Textual Logical Reasoning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on pattern analysis and machine intelligence"
DOI: 10.48550/arxiv.2207.01450
Abstract: Textual logical reasoning, especially question-answering (QA) tasks with logical reasoning, requires awareness of particular logical structures. The passage-level logical relations represent entailment or contradiction between propositional units (e.g., a concluding sentence). However, such structures are… read more here.
Keywords: discourse aware; aware graph; logical reasoning; textual logical ... See more keywords