Papers by Patrick CHen
Fast and Accurate Factual Inconsistency Detection Over Long Documents (2023.emnlp-main)
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| Challenge: | Generative AI models exhibit remarkable potential, however, hallucinations across various tasks present a significant challenge, particularly for longer inputs. |
| Approach: | They propose a task-agnostic model that uses large text chunks to condition over long texts and employ a novel algorithm to explain its decisions through relevant source sentence retrieval. |
| Outcome: | The proposed model outperforms existing methods on benchmarks and a new long-form dialogue dataset and surpasses competitive systems in efficiency and model explanation evaluations. |