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09/08/2023
From Sparse to Dense: GPT-4 Summarization with Chain of Density Prompting
Selecting the “right” amount of information to include in a summary is a...
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05/28/2023
Generating EDU Extracts for Plan-Guided Summary Re-Ranking
Two-step approaches, in which summary candidates are generated-then-rera...
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05/12/2023
What are the Desired Characteristics of Calibration Sets? Identifying Correlates on Long Form Scientific Summarization
Summarization models often generate text that is poorly calibrated to qu...
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03/07/2023
A Meta-Evaluation of Faithfulness Metrics for Long-Form Hospital-Course Summarization
Long-form clinical summarization of hospital admissions has real-world s...
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04/13/2022
Learning to Revise References for Faithful Summarization
In many real-world scenarios with naturally occurring datasets, referenc...
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09/19/2021
Investigating Crowdsourcing Protocols for Evaluating the Factual Consistency of Summaries
Current pre-trained models applied to summarization are prone to factual...
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12/08/2020
Resolving Implicit Coordination in Multi-Agent Deep Reinforcement Learning with Deep Q-Networks Game Theory
We address two major challenges of implicit coordination in multi-agent ...
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09/29/2020
Zero-Shot Clinical Acronym Expansion with a Hierarchical Metadata-Based Latent Variable Model
We introduce Latent Meaning Cells, a deep latent variable model which le...
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11/30/2018