Papers by Ian Poey
RAGulator: Lightweight Out-of-Context Detectors for Grounded Text Generation (2025.emnlp-industry)
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| Challenge: | In enterprise settings, Generative AI has received widespread adoption as a tool to uplift employees' productivity. |
| Approach: | They develop lightweight models capable of detecting when LLM-generated text deviates from retrieved source documents semantically. |
| Outcome: | The proposed models outperform open-source alternatives on credit policy and sustainability reports used in the banking industry. |