Papers by Raymond Fok
ArxivDIGESTables: Synthesizing Scientific Literature into Tables using Language Models (2024.emnlp-main)
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Benjamin Newman, Yoonjoo Lee, Aakanksha Naik, Pao Siangliulue, Raymond Fok, Juho Kim, Daniel Weld, Joseph Chee Chang, Kyle Lo
| Challenge: | Using language models (LMs) can generate literature review tables by decomposing it into separate schema and value generation steps. |
| Approach: | They propose a framework that leverages language models to perform literature review table generation by decomposing it into separate schema and value generation steps. |
| Outcome: | The proposed framework decomposes the task into two sub-tasks: schema generation and value generation. |
A Question Answering Framework for Decontextualizing User-facing Snippets from Scientific Documents (2023.emnlp-main)
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| Challenge: | snippets are not meant to be read outside their original document. |
| Approach: | They propose a framework that decomposes the task into three stages: question generation, question answering, and rewriting. |
| Outcome: | The proposed framework decomposes the task into three stages: question generation, question answering, and rewriting. |