| Title | Claps | Level | Year | L/Y |
|---|---|---|---|---|
|
Generating Sentences by Editing Prototypes
Kelvin Guu, Tatsunori B. Hashimoto, Yonatan Oren, Percy Liang
We propose a new generative language model for sentences that first samples a prototype sentence from the training corpus and then edits it into a new sentence. Compared to traditional language models that generate from scratch either left-to-right …
We propose a new generative language model for sentences that first samples a prototype sentence from the training corpus and then edits it into a new sentence. Compared to traditional language models that generate from scratch either left-to-right or by first sampling a latent sentence vector, our prototype-then-edit model improves perplexity on language modeling and generates higher quality outputs according to human evaluation. Furthermore, the model gives rise to a latent edit vector that captures interpretable semantics such as sentence similarity and sentence-level analogies.
|
5
|
8 | 2017 |
Social Media Posts