Learning typed entailment graphs with global soft constraints

M Javad Hosseini, N Chambers, S Reddy… - Transactions of the …, 2018 - direct.mit.edu
This paper presents a new method for learning typed entailment graphs from text. We extract
predicate-argument structures from multiple-source news corpora, and compute local …

Explaining text matching on neural natural language inference

Y Kim, M Jang, J Allan - ACM Transactions on Information Systems (TOIS …, 2020 - dl.acm.org
Natural language inference (NLI) is the task of detecting the existence of entailment or
contradiction in a given sentence pair. Although NLI techniques could help numerous …

Blindness to modality helps entailment graph mining

L Guillou, SB de Vroe, M Johnson… - arXiv preprint arXiv …, 2021 - arxiv.org
Understanding linguistic modality is widely seen as important for downstream tasks such as
Question Answering and Knowledge Graph Population. Entailment Graph learning might …

PRINCE: Prefix-Masked Decoding for Knowledge Enhanced Sequence-to-Sequence Pre-Training

S Xu, H Li, P Yuan, Y Wu, X He - Proceedings of the 2022 …, 2022 - aclanthology.org
Abstract Pre-trained Language Models (PLMs) have shown effectiveness in various Natural
Language Processing (NLP) tasks. Denoising autoencoder is one of the most successful pre …

Temporality and modality in entailment graph induction

B de Vroe, SG Cornelis - 2023 - era.ed.ac.uk
The ability to draw inferences is core to semantics and the field of Natural Language
Processing. Answering a seemingly simple question like 'Did Arsenal play Manchester …

[图书][B] Exploiting Unlabelled Data for Relation Extraction

T Tran - 2021 - search.proquest.com
Abstract Information extraction transforms unstructured text to structured by annotating
semantic information on raw data. A crucial step in information extraction is relation …

[PDF][PDF] Generating and Applying Textual Entailment Graphs for Relation Extraction and Email Categorization

K Eichler - core.ac.uk
Recognizing that the meaning of one text expression is semantically related to the meaning
of another can be of help in many natural language processing applications. One semantic …

Generating and applying textual entailment graphs for relation extraction and email categorization

K Eichler - 2018 - publikationen.sulb.uni-saarland.de
Recognizing that the meaning of one text expression is semantically related to the meaning
of another can be of help in many natural language processing applications. One semantic …