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Related Papers

Context Dependent Semantic Parsing over Temporally Structured Data

Authors: nan

Publication: TIPSTER (2019)

DOI: nan

AbstractWe describe a new semantic parsing setting that allows users to query the system using both natural language questions and actions within a graphical user interface. Multiple time series belonging …...

21931

Parallel Sentence Retrieval From Comparable Corpora for Biomedical Text Simplification

Authors: nan

Publication: TIPSTER (2019)

DOI: nan

AbstractParallel sentences provide semantically similar information which can vary on a given dimension, such as language or register. Parallel sentences with register variation (like expert and non-expert documents) can be …...

19656

The Paradox of the Compositionality of Natural Language: A Neural Machine Translation Case Study

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractObtaining human-like performance in NLP is often argued to require compositional generalisation. Whether neural networks exhibit this ability is usually studied by training models on highly compositional synthetic data. However, …...

37086

An Invariant Learning Characterization of Controlled Text Generation

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractControlled generation refers to the problem of creating text that contains stylistic or semantic attributes of interest. Many approaches reduce this problem to training a predictor of the desired attribute. …...

38678

MixCE: Training Autoregressive Language Models by Mixing Forward and Reverse Cross-Entropies

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractAutoregressive language models are trained by minimizing the cross-entropy of the model distribution Q relative to the data distribution P – that is, minimizing the forward cross-entropy, which is equivalent …...

38297