A Lightweight Constrained Generation Alternative for Query-focused Summarization

Author:

Xu Zhichao1ORCID,Cohen Daniel2ORCID

Affiliation:

1. University of Utah, Salt Lake City, UT, USA

2. Dataminr, Inc., New York City, NY, USA

Funder

Advancing Theoretical Minimax Deep Learning: Optimization, Resilience, and Interpretability.

SCH: Geometry and Topology for Interpretable and Reliable Deep Learning in Medical Imaging

Publisher

ACM

Reference36 articles.

1. Peter Anderson , Basura Fernando , Mark Johnson , and Stephen Gould . 2016. Guided open vocabulary image captioning with constrained beam search. arXiv preprint arXiv:1612.00576 ( 2016 ). Peter Anderson, Basura Fernando, Mark Johnson, and Stephen Gould. 2016. Guided open vocabulary image captioning with constrained beam search. arXiv preprint arXiv:1612.00576 (2016).

2. Efficient Index-Based Snippet Generation

3. Leonid Boytsov , Tianyi Lin , Fangwei Gao , Yutian Zhao , Jeffrey Huang , and Eric Nyberg . 2022. Understanding Performance of Long-Document Ranking Models through Comprehensive Evaluation and Leaderboarding. arXiv preprint arXiv:2207.01262 ( 2022 ). Leonid Boytsov, Tianyi Lin, Fangwei Gao, Yutian Zhao, Jeffrey Huang, and Eric Nyberg. 2022. Understanding Performance of Long-Document Ranking Models through Comprehensive Evaluation and Leaderboarding. arXiv preprint arXiv:2207.01262 (2022).

4. Abstractive Snippet Generation

5. DUC 2005

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1. CFE2: Counterfactual Editing for Search Result Explanation;Proceedings of the 2024 ACM SIGIR International Conference on Theory of Information Retrieval;2024-08-02

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