Convolutional Neural Network Architectures for Matching Natural Language Sentences

03/11/2015
by   Baotian Hu, et al.
0

Semantic matching is of central importance to many natural language tasks bordes2014semantic,RetrievalQA. A successful matching algorithm needs to adequately model the internal structures of language objects and the interaction between them. As a step toward this goal, we propose convolutional neural network models for matching two sentences, by adapting the convolutional strategy in vision and speech. The proposed models not only nicely represent the hierarchical structures of sentences with their layer-by-layer composition and pooling, but also capture the rich matching patterns at different levels. Our models are rather generic, requiring no prior knowledge on language, and can hence be applied to matching tasks of different nature and in different languages. The empirical study on a variety of matching tasks demonstrates the efficacy of the proposed model on a variety of matching tasks and its superiority to competitor models.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
02/20/2016

Text Matching as Image Recognition

Matching two texts is a fundamental problem in many natural language pro...
research
11/15/2016

Knowledge Enhanced Hybrid Neural Network for Text Matching

Long text brings a big challenge to semantic matching due to their compl...
research
04/24/2021

A Multi-Size Neural Network with Attention Mechanism for Answer Selection

Semantic matching is of central significance to the answer selection tas...
research
03/01/2018

Matching Natural Language Sentences with Hierarchical Sentence Factorization

Semantic matching of natural language sentences or identifying the relat...
research
03/11/2019

Un duel probabiliste pour départager deux présidents (LIA @ DEFT'2005)

We present a set of probabilistic models applied to binary classificatio...
research
12/28/2015

Natural Language Inference by Tree-Based Convolution and Heuristic Matching

In this paper, we propose the TBCNN-pair model to recognize entailment a...
research
07/06/2023

Statistical Mechanics of Strahler Number via Random and Natural Language Sentences

The Strahler number was originally proposed to characterize the complexi...

Please sign up or login with your details

Forgot password? Click here to reset