Sentence Entailment in Compositional Distributional Semantics

12/14/2015
by   Esma Balkir, et al.
0

Distributional semantic models provide vector representations for words by gathering co-occurrence frequencies from corpora of text. Compositional distributional models extend these representations from words to phrases and sentences. In categorical compositional distributional semantics these representations are built in such a manner that meanings of phrases and sentences are functions of their grammatical structure and the meanings of the words therein. These models have been applied to reasoning about phrase and sentence level similarity. In this paper, we argue for and prove that these models can also be used to reason about phrase and sentence level entailment. We provide preliminary experimental results on a toy entailment dataset.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/11/2020

Towards logical negation for compositional distributional semantics

The categorical compositional distributional model of meaning gives the ...
research
01/19/2016

Graded Entailment for Compositional Distributional Semantics

The categorical compositional distributional model of natural language p...
research
10/14/2016

Distributional Inclusion Hypothesis for Tensor-based Composition

According to the distributional inclusion hypothesis, entailment between...
research
05/28/2020

Cats climb entails mammals move: preserving hyponymy in compositional distributional semantics

To give vector-based representations of meaning more structure, one appr...
research
06/08/2016

Learning Semantically and Additively Compositional Distributional Representations

This paper connects a vector-based composition model to a formal semanti...
research
08/31/2019

Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization

Deep reinforcement learning (RL) has been a commonly-used strategy for t...
research
02/23/2016

Petrarch 2 : Petrarcher

PETRARCH 2 is the fourth generation of a series of Event-Data coders ste...

Please sign up or login with your details

Forgot password? Click here to reset