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Yinliang Yue

3 accepted papers

2024

A Generic Method for Fine-grained Category Discovery in Natural Language Texts

EMNLP 2024main

Fine-grained category discovery using only coarse-grained supervision is a cost-effective yet challenging task. Previous training methods focus on aligning query samples with positive samples and distancing them from negatives. They often neglect intra-category and inter-category semantic similariti…

2022

Graph-to-Text Generation with Dynamic Structure Pruning

COLING 2022main

Most graph-to-text works are built on the encoder-decoder framework with cross-attention mechanism. Recent studies have shown that explicitly modeling the input graph structure can significantly improve the performance. However, the vanilla structural encoder cannot capture all specialized informati…

2021

Improving Encoder by Auxiliary Supervision Tasks for Table-to-Text Generation

ACL 2021long

Table-to-text generation aims at automatically generating natural text to help people conveniently obtain salient information in tables. Although neural models for table-to-text have achieved remarkable progress, some problems are still overlooked. Previous methods cannot deduce the factual results…