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05/30/2023
SWiPE: A Dataset for Document-Level Simplification of Wikipedia Pages
Text simplification research has mostly focused on sentence-level simpli...
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05/23/2023
LLMs as Factual Reasoners: Insights from Existing Benchmarks and Beyond
With the recent appearance of LLMs in practical settings, having methods...
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12/20/2022
Socratic Pretraining: Question-Driven Pretraining for Controllable Summarization
In long document controllable summarization, where labeled data is scarc...
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11/10/2022
CREATIVESUMM: Shared Task on Automatic Summarization for Creative Writing
This paper introduces the shared task of summarizing documents in severa...
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07/05/2022
Improving the Faithfulness of Abstractive Summarization via Entity Coverage Control
Abstractive summarization systems leveraging pre-training language model...
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05/25/2022
Understanding Factual Errors in Summarization: Errors, Summarizers, Datasets, Error Detectors
The propensity of abstractive summarization systems to make factual erro...
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03/15/2022
Long Document Summarization with Top-down and Bottom-up Inference
Text summarization aims to condense long documents and retain key inform...
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12/14/2021
Exploring Neural Models for Query-Focused Summarization
Query-focused summarization (QFS) aims to produce summaries that answer ...
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10/08/2021
HydraSum – Disentangling Stylistic Features in Text Summarization using Multi-Decoder Models
Existing abstractive summarization models lack explicit control mechanis...
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05/18/2021
BookSum: A Collection of Datasets for Long-form Narrative Summarization
The majority of available text summarization datasets include short-form...
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04/15/2021
SummVis: Interactive Visual Analysis of Models, Data, and Evaluation for Text Summarization
Novel neural architectures, training strategies, and the availability of...
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12/08/2020
CTRLsum: Towards Generic Controllable Text Summarization
Current summarization systems yield generic summaries that are disconnec...
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11/06/2020
What's New? Summarizing Contributions in Scientific Literature
With thousands of academic articles shared on a daily basis, it has beco...
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07/24/2020
SummEval: Re-evaluating Summarization Evaluation
The scarcity of comprehensive up-to-date studies on evaluation metrics f...
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10/28/2019
Sketch-Fill-A-R: A Persona-Grounded Chit-Chat Generation Framework
Human-like chit-chat conversation requires agents to generate responses ...
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10/28/2019
Evaluating the Factual Consistency of Abstractive Text Summarization
Currently used metrics for assessing summarization algorithms do not acc...
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08/23/2019
Neural Text Summarization: A Critical Evaluation
Text summarization aims at compressing long documents into a shorter for...
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08/23/2018