Papers by Amit Rozner
Knowledge Editing in Language Models via Adapted Direct Preference Optimization (2024.findings-emnlp)
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| Challenge: | Large Language Models (LLMs) can become outdated over time due to lack of updated world knowledge. |
| Approach: | They propose to use weight updates to improve LLM alignment without retraining . they propose a method that continually updates the knowledge stored in the model . |
| Outcome: | The proposed method is more effective than existing methods on large datasets and models. |