Papers with multi-operational paradigm
Multi-Operational Mathematical Derivations in Latent Space (2024.naacl-long)
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| Challenge: | Using a symbolic engine, we investigate the possibility of approximating multiple mathematical operations in latent space for expression derivation. |
| Approach: | They propose to model mathematical operations as explicit geometric transformations by leveraging a symbolic engine and a large-scale dataset. |
| Outcome: | The proposed paradigms can be used to approximate multiple mathematical operations in latent space, while discriminating the conclusions for a single operation is achievable in the original expression encoder. |