kevinking / awaresome-neural-models-for-semantic-match

A curated list of papers dedicated to neural text (semantic) matching.

Awaresome Neural Models for Semantic Match

_{A collection of papers maintained by MatchZoo Team.
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Contents

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• Models
  • GLM
  • DESM
  • DSSM
  • CDSSM
  • LSTM-DSSM
  • ARC-I
  • ARC-II
  • MultiGranCNN
  • MV-LSTM
  • DRMM
  • K-NRM
  • CONV-KNRM
  • aNMM
  • DUET
  • MatchPyramid
  • DRMM-TKS
  • BiMPM
  • DeepRank
  • Match-SRNN
  • Co-PACRR
  • DLCM
  • Siamese-LSTM

Models

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GLM:

A Word Embedding based Generalized Language Model for Information Retrieval. website | paper

DESM:

A Dual Embedding Space Model for Document Ranking. website | paper

DSSM:

Learning Deep Structured Semantic Models for Web Search using Clickthrough Data. website | paper | tutorial

CDSSM:

Learning Semantic Representations Using Convolutional Neural Networks for Web Search (2014a). website | paper

A Latent Semantic Model with Convolutional-Pooling Structure for Information Retrieval (2014b). website | paper

LSTM-DSSM

Deep Sentence Embedding Using Long Short-Term Memory Networks: Analysis and Application to Information Retrieval. website | paper

ARC-I

Convolutional Neural Network Architectures for Matching Natural Language Sentences. website | paper

ARC-II

Convolutional Neural Network Architectures for Matching Natural Language Sentences. website | paper

MultiGranCNN

MultiGranCNN: An Architecture for General Matching of Text Chunks on Multiple Levels of Granularity. paper

MV-LSTM

A Deep Architecture for Semantic Matching with Multiple Positional Sentence Representations website | paper

DRMM

A Deep Relevance Matching Model for Ad-hoc Retrieval. website | paper

K-NRM

End-to-End Neural Ad-hoc Ranking with Kernel Pooling. website | paper

CONV-KNRM

Convolutional Neural Networks for Soft-Matching N-Grams in Ad-hoc Search. website | paper

aNMM

aNMM: Ranking Short Answer Texts with Attention-Based Neural Matching Model. website | paper

DUET

Learning to Match using Local and Distributed Representations of Text for Web Search. website | paper

MatchPyramid

Text Matching as Image Recognition website | paper

DRMM-TKS

A Deep Relevance Matching Model for Ad-hoc Retrieval (*A variation of DRMM). website | paper

BiMPM

Bilateral Multi-Perspective Matching for Natural Language Sentences website | paper

DeepRank

DeepRank: A New Deep Architecture for Relevance Ranking in Information Retrieval website | paper

Match-SRNN

Match-SRNN: Modeling the Recursive Matching Structure with Spatial RNN. website | paper

Co-PACRR

Co-PACRR: A Context-Aware Neural IR Model for Ad-hoc Retrieval. website | paper

DLCM

Learning a Deep Listwise Context Model for Ranking Refinement. NEW, TO BE APPEARED IN SIGIR 2018 website | paper

Siamese-LSTM

Siamese Recurrent Architectures for Learning Sentence Similarity. website | paper

Learning Text Similarity with Siamese Recurrent Networks. website | paper