Papers with symbolic and distributed approaches
LLMs as a synthesis between symbolic and distributed approaches to language (2025.findings-emnlp)
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| Challenge: | a fierce battle is being fought between symbolic and distributed approaches to language and cognition . a recent study shows that morphosyntactic knowledge is encoded in a near-discrete fashion in LLMs . |
| Approach: | a new position paper examines the role of distributed and distributed approaches in language learning . authors argue that deep learning models represent a synthesis between the two traditions . |
| Outcome: | a new position paper shows that deep learning models for language represent a synthesis between the two traditions. |