Papers with assistive tools
CHIME: LLM-Assisted Hierarchical Organization of Scientific Studies for Literature Review Support (2024.findings-acl)
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Chao-Chun Hsu, Erin Bransom, Jenna Sparks, Bailey Kuehl, Chenhao Tan, David Wadden, Lucy Wang, Aakanksha Naik
| Challenge: | Literature review requires researchers to synthesize a large amount of information. |
| Approach: | They propose to use LLMs to generate hierarchical organizations from a set of studies . they use a human-in-the-loop process to correct errors in LLM-generated hierarchies . |
| Outcome: | The proposed model improves assignment of studies to categories by 12.6 F1 points. |