Papers by Siddhartha Jonnalagadda
Massive-scale Decoding for Text Generation using Lattices (2022.naacl-main)
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| Challenge: | Conditional neural text generation models generate high-quality outputs, but often focus on a mode when what we really want is a diverse set of options. |
| Approach: | They propose a search algorithm to construct lattices encoding a massive number of generation options. |
| Outcome: | The proposed algorithm encodes thousands of diverse options that remain grammatical and high-quality into one lattice. |