Papers by Marie-Laure Charpignon
LLM-Based Web Data Collection for Research Dataset Creation (2025.findings-emnlp)
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| Challenge: | researchers across many fields rely on web data to gain new insights and validate methods. |
| Approach: | They propose a human-in-the-loop framework that automates web-scale data collection end-to-end using large language models (LLMs) |
| Outcome: | The proposed framework outperforms existing methods in three different tasks and a user evaluation demonstrates its practical utility. |