Alexander Koller | DeepAI

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∙ 05/26/2023

Compositional Generalization without Trees using Multiset Tagging and Latent Permutations

Seq2seq models have been shown to struggle with compositional generaliza...

0 Matthias Lindemann, et al. ∙

∙ 05/15/2023

What's the Meaning of Superhuman Performance in Today's NLU?

In the last five years, there has been a significant focus in Natural La...

0 Simone Tedeschi, et al. ∙

∙ 10/24/2022

Structural generalization is hard for sequence-to-sequence models

Sequence-to-sequence (seq2seq) models have been successful across many N...

0 Yuekun Yao, et al. ∙

∙ 10/06/2022

Compositional Generalisation with Structured Reordering and Fertility Layers

Seq2seq models have been shown to struggle with compositional generalisa...

7 Matthias Lindemann, et al. ∙

∙ 02/24/2022

Compositional Generalization Requires Compositional Parsers

A rapidly growing body of research on compositional generalization inves...

0 Pia Weißenhorn, et al. ∙

∙ 06/08/2021

Learning compositional structures for semantic graph parsing

AM dependency parsing is a method for neural semantic graph parsing that...

0 Jonas Groschwitz, et al. ∙

∙ 10/08/2020

Generating Instructions at Different Levels of Abstraction

When generating technical instructions, it is often convenient to descri...

0 Arne Köhn, et al. ∙

∙ 09/15/2020

Fast semantic parsing with well-typedness guarantees

AM dependency parsing is a linguistically principled method for neural s...

0 Matthias Lindemann, et al. ∙

∙ 04/29/2020

Normalizing Compositional Structures Across Graphbanks

The emergence of a variety of graph-based meaning representations (MRs) ...

0 Lucia Donatelli, et al. ∙

∙ 06/27/2019

Semantic expressive capacity with bounded memory

We investigate the capacity of mechanisms for compositional semantic par...

0 Antoine Venant, et al. ∙

∙ 06/27/2019

Compositional Semantic Parsing Across Graphbanks

Most semantic parsers that map sentences to graph-based meaning represen...

0 Matthias Lindemann, et al. ∙

∙ 06/27/2018

Generalized chart constraints for efficient PCFG and TAG parsing

Chart constraints, which specify at which string positions a constituent...

0 Stefan Grünewald, et al. ∙

∙ 06/15/2018

Discovering User Groups for Natural Language Generation

We present a model which predicts how individual users of a dialog syste...

0 Nikos Engonopoulos, et al. ∙

∙ 05/29/2018

AMR Dependency Parsing with a Typed Semantic Algebra

We present a semantic parser for Abstract Meaning Representations which ...

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