1 citations · 1 across the 9 of their papers we have counts for
10 papers
The Sum of All Summaries: PROPALIGN for Graded Proposition Salience Evaluation
Lin Ai, Emma Thronson, Katherine Conhaim +1
Identification and ranking of salient propositions in documents is indirectly involved in many AI tasks, but few papers define proposition salience scores clearly, make diverse dat…
DiscoExplorer: An Open Interface for the Study of Multilingual Discourse Relations
Amir Zeldes
The relations connecting propositions in discourse such as cause (A because B) or concession (A although B) are a subject of intense interest in Computational Linguistics and Pragm…
Expect the Unexpected? Testing the Surprisal of Salient Entities
Jessica Lin, Amir Zeldes
Previous work examining the Uniform Information Density (UID) hypothesis has shown that while information as measured by surprisal metrics is distributed more or less evenly across…
Not Worth Mentioning? A Pilot Study on Salient Proposition Annotation
Amir Zeldes, Katherine Conhaim, Lauren Levine
Despite a long tradition of work on extractive summarization, which by nature aims to recover the most important propositions in a text, little work has been done on operationalizi…
DiscoTrack: A Multilingual LLM Benchmark for Discourse Tracking
Lanni Bu, Lauren Levine, Amir Zeldes
Recent LLM benchmarks have tested models on a range of phenomena, but are still focused primarily on natural language understanding for extraction of explicit information, such as…
What makes an entity salient in discourse?
Amir Zeldes, Jessica Lin
Entities in discourse vary in salience: main participants, objects and locations stay prominent, while others are quickly forgotten, raising questions about how humans signal and i…
GUM-SAGE: A Novel Dataset and Approach for Graded Entity Salience Prediction
Jessica Lin, Amir Zeldes
Determining and ranking the most salient entities in a text is critical for user-facing systems, especially as users increasingly rely on models to interpret long documents they on…
GDTB: Genre Diverse Data for English Shallow Discourse Parsing across Modalities, Text Types, and Domains
Yang Janet Liu, Tatsuya Aoyama, Wesley Scivetti +6
Work on shallow discourse parsing in English has focused on the Wall Street Journal corpus, the only large-scale dataset for the language in the PDTB framework. However, the data i…
SPLICE: A Singleton-Enhanced PipeLIne for Coreference REsolution
Yilun Zhu, Siyao Peng, Sameer Pradhan +1
Singleton mentions, i.e.~entities mentioned only once in a text, are important to how humans understand discourse from a theoretical perspective. However previous attempts to incor…
GUMsley: Evaluating Entity Salience in Summarization for 12 English Genres
Jessica Lin, Amir Zeldes
As NLP models become increasingly capable of understanding documents in terms of coherent entities rather than strings, obtaining the most salient entities for each document is not…