Search Results for author: Alban Petit

Found 5 papers, 0 papers with code

Structural generalization in COGS: Supertagging is (almost) all you need

no code implementations21 Oct 2023 Alban Petit, Caio Corro, François Yvon

In many Natural Language Processing applications, neural networks have been found to fail to generalize on out-of-distribution examples.

Semantic Parsing

On graph-based reentrancy-free semantic parsing

no code implementations15 Feb 2023 Alban Petit, Caio Corro

We propose a novel graph-based approach for semantic parsing that resolves two problems observed in the literature: (1) seq2seq models fail on compositional generalization tasks; (2) previous work using phrase structure parsers cannot cover all the semantic parses observed in treebanks.

Semantic Parsing TAG +1

Preventing posterior collapse in variational autoencoders for text generation via decoder regularization

no code implementations28 Oct 2021 Alban Petit, Caio Corro

Variational autoencoders trained to minimize the reconstruction error are sensitive to the posterior collapse problem, that is the proposal posterior distribution is always equal to the prior.

Text Generation

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