Papers by Dan Gutfreund
A Graph per Persona: Reasoning about Subjective Natural Language Descriptions (2024.findings-acl)
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| Challenge: | Existing large language models (LLMs) perform poorly in reasoning about subjective knowledge, showing strong biases and lack interpretability requirements. |
| Approach: | They propose a novel approach for reasoning about subjective knowledge that integrates potential and implicit meanings and explicitly models the relational nature of the information. |
| Outcome: | The proposed model outperforms several prominent large language models on the OpinionQA dataset, showing its unique advantages and complementary nature. |