Publications by authors named "Faisal Ladhak"
From Sparse to Dense: GPT-4 Summarization with Chain of Density Prompting.
Proc Conf Empir Methods Nat Lang Process
December 2023
Article Synopsis
- Creating a summary that balances detail and clarity is challenging, and a new method called "Chain of Density" (CoD) helps achieve this by generating increasingly dense summaries while maintaining length.
- CoD-produced summaries are more abstract, integrate information better, and are preferred by humans over traditional summary methods, showing a closer density to human-written summaries.
- A study with 100 CNN DailyMail articles indicates that people favor more informative summaries that may sacrifice some readability, with 500 annotated CoD summaries and 5,000 unannotated ones available online.
Generating EDU Extracts for Plan-Guided Summary Re-Ranking.
Proc Conf Assoc Comput Linguist Meet
July 2023
Two-step approaches, in which summary candidates are generated-then-reranked to return a single summary, can improve ROUGE scores over the standard single-step approach. Yet, standard decoding methods (i.e.
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