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Semantic Composition

7 papers with code · Natural Language Processing

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No Word is an Island -- A Transformation Weighting Model for Semantic Composition

11 Jul 2019sfb833-a3/commix

Composition models of distributional semantics are used to construct phrase representations from the representations of their words.

SEMANTIC COMPOSITION

1
11 Jul 2019

The Lifted Matrix-Space Model for Semantic Composition

CONLL 2018 NYU-MLL/spinn

Tree-structured neural network architectures for sentence encoding draw inspiration from the approach to semantic composition generally seen in formal linguistics, and have shown empirical improvements over comparable sequence models by doing so.

SEMANTIC COMPOSITION WORD EMBEDDINGS

90
09 Nov 2017

Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation Extraction

COLING 2016 pgcool/TF-MTRNN

This paper proposes a novel context-aware joint entity and word-level relation extraction approach through semantic composition of words, introducing a Table Filling Multi-Task Recurrent Neural Network (TF-MTRNN) model that reduces the entity recognition and relation classification tasks to a table-filling problem and models their interdependencies.

ENTITY EXTRACTION JOINT ENTITY AND RELATION EXTRACTION RELATION CLASSIFICATION SEMANTIC COMPOSITION STRUCTURED PREDICTION

19
01 Dec 2016

Semantic Compositional Networks for Visual Captioning

CVPR 2017 zhegan27/Semantic_Compositional_Nets

The degree to which each member of the ensemble is used to generate an image caption is tied to the image-dependent probability of the corresponding tag.

IMAGE CAPTIONING SEMANTIC COMPOSITION

59
23 Nov 2016

A Semantically Compositional Annotation Scheme for Time Normalization

LREC 2016 bethard/timenorm

We present a new annotation scheme for normalizing time expressions, such as {``}three days ago{''}, to computer-readable forms, such as 2016-03-07.

SEMANTIC COMPOSITION

17
01 May 2016