Resolving event coreference with supervised representation learning and clustering-oriented regularization
We present an approach to event coreference resolution by developing a general framework
for clustering that uses supervised representation learning. We propose a neural network …
for clustering that uses supervised representation learning. We propose a neural network …
Semantic overlap summarization among multiple alternative narratives: An exploratory study
In this paper, we introduce an important yet relatively unexplored NLP task called Semantic
Overlap Summarization (SOS), which entails generating a single summary from multiple …
Overlap Summarization (SOS), which entails generating a single summary from multiple …
QA-align: Representing cross-text content overlap by aligning question-answer propositions
Multi-text applications, such as multi-document summarization, are typically required to
model redundancies across related texts. Current methods confronting consolidation …
model redundancies across related texts. Current methods confronting consolidation …
Factoring statutory reasoning as language understanding challenges
N Holzenberger, B Van Durme - arXiv preprint arXiv:2105.07903, 2021 - arxiv.org
Statutory reasoning is the task of determining whether a legal statute, stated in natural
language, applies to the text description of a case. Prior work introduced a resource that …
language, applies to the text description of a case. Prior work introduced a resource that …
Famus: Frames across multiple sources
Understanding event descriptions is a central aspect of language processing, but current
approaches focus overwhelmingly on single sentences or documents. Aggregating …
approaches focus overwhelmingly on single sentences or documents. Aggregating …
SEM-f1: an automatic way for semantic evaluation of multi-narrative overlap summaries at scale
Recent work has introduced an important yet relatively under-explored NLP task called
Semantic Overlap Summarization (SOS) that entails generating a summary from multiple …
Semantic Overlap Summarization (SOS) that entails generating a summary from multiple …
[PDF][PDF] Feature-driven question answering with natural language alignment
X Yao - 2014 - jscholarship.library.jhu.edu
Question Answering (QA) is the task of automatically generating answers to natural
language questions from humans, serving as one of the primary research areas in natural …
language questions from humans, serving as one of the primary research areas in natural …
An NLP-based cross-document approach to narrative structure discovery
Structural similarities across narratives play an important role in many areas of humanities
research. In this article, we describe a methodology and an implementation to uncover such …
research. In this article, we describe a methodology and an implementation to uncover such …
A consolidated open knowledge representation for multiple texts
R Wities, V Shwartz, G Stanovsky, M Adler… - Proceedings of the …, 2017 - aclanthology.org
We propose to move from Open Information Extraction (OIE) ahead to Open Knowledge
Representation (OKR), aiming to represent information conveyed jointly in a set of texts in an …
Representation (OKR), aiming to represent information conveyed jointly in a set of texts in an …
Inducing implicit arguments from comparable texts: A framework and its applications
In this article, we investigate aspects of sentential meaning that are not expressed in local
predicate–argument structures. In particular, we examine instances of semantic arguments …
predicate–argument structures. In particular, we examine instances of semantic arguments …