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Haoyun Hong

2 accepted papers

2022

DeepStruct: Pretraining of Language Models for Structure Prediction

Chenguang Wang, Xiao Liu, Zui Chen, Haoyun Hong, Jie Tang, Dawn Song
ACL 2022findings

We introduce a method for improving the structural understanding abilities of language models. Unlike previous approaches that finetune the models with task-specific augmentation, we pretrain language models to generate structures from the text on a collection of task-agnostic corpora. Our structure…

Cited by 114Source ↗PDF ↗code ↗Scholar ↗
2021

Zero-Shot Information Extraction as a Unified Text-to-Triple Translation

Chenguang Wang, Xiao Liu, Zui Chen, Haoyun Hong, Jie Tang, Dawn Song
EMNLP 2021main

We cast a suite of information extraction tasks into a text-to-triple translation framework. Instead of solving each task relying on task-specific datasets and models, we formalize the task as a translation between task-specific input text and output triples. By taking the task-specific input, we en…

Cited by 45Source ↗PDF ↗code ↗Scholar ↗