Papers with prototype embeddings
Extracting Conceptual Spaces from LLMs Using Prototype Embeddings (2025.findings-emnlp)
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| Challenge: | Conceptual spaces represent entities and concepts using cognitively meaningful dimensions . practical methods for extracting conceptual spaces are currently lacking . |
| Approach: | They propose a strategy in which features are encoded by embedding a description of a corresponding prototype. |
| Outcome: | The proposed approach is highly effective. |