Papers by Jevin West
SciSight: Combining faceted navigation and research group detection for COVID-19 exploratory scientific search (2020.emnlp-demos)
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Tom Hope, Jason Portenoy, Kishore Vasan, Jonathan Borchardt, Eric Horvitz, Daniel Weld, Marti Hearst, Jevin West
| Challenge: | SciSight is a system for exploratory search of COVID-19 literature . it explores associations between biomedical facets extracted from papers . |
| Approach: | They propose a system for exploratory search of COVID-19 literature that integrates two key capabilities: first, exploring associations between biomedical facets automatically extracted from papers; second, combining textual and network information to search and visualize groups of researchers and their ties. |
| Outcome: | The proposed system has served over 15K users with over 42K page views and 13% returns. |
RED-CT: A Systems Design Methodology for Using LLM-labeled Data to Train and Deploy Edge Linguistic Classifiers (2025.coling-industry)
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| Challenge: | Large language models have improved our ability to rapidly analyze and classify unstructured natural language data. |
| Approach: | They propose a system approach to employing LLMs as imperfect data annotators for downstream supervised learning tasks. |
| Outcome: | The proposed method outperforms LLM-generated labels in six of eight tests and base classifiers in all tests. |