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Text Matching Papers

Text Matching - CNN

A Convolutional Neural Network for Modelling Sentences. ACL 2014. [PDF]

Learning to Rank Short Text Pairs with Convolutional Deep Neural Networks. SIGIR 2015. [PDF]

Text Matching - RNN/LSTM

Recurrent convolutional neural networks for text classification. AAAI 2015. [PDF]

Siamese Recurrent Architectures for Learning Sentence Similarity. AAAI 2016. [PDF]

Using Context-Aligned Recurrent Neural Networks for Modeling Sentence Similarity. AAAI 2018. [PDF]

Text Matching - Attentive

Bridging the Gap of Relevance Matching and Semantic Matching with Hierarchical Co-Attention Network. EMNLP 2019. [PDF]

Aggregating Bidirectional Encoder Representations Using MatchLSTM for Sequence Matching. EMNLP 2019. [PDF]

Semantic Sentence Matching with Densely-connected Recurrent and Co-attentive Information. AAAI 2019. [PDF]

DRr-Net: Dynamic Re-read Network for Sentence Semantic Matching. AAAI 2019. [PDF]

Simple and Effective Text Matching with Richer Alignment Features. ACL 2019. [PDF]

Improved Representation Learning for Question Answer Matching. ACL 2016. [PDF]

Text Matching - MI

Improved Text Matching by Enhancing Mutual Information. AAAI 2018. [PDF]

Text Representations

Distributed Representations of Sentences and Documents. JRML 2014. (Doc2Vec) [PDF]

From word embeddings to document distances. JRML 2015. (WMD) [PDF]

Learning to Rank Short Text Pairs with Convolutional Deep Neural Networks. SIGIR 2015. [PDF]

Optimal Transport-based Alignment of Learned Character Representations for String Similarity. ACL 2019. [PDF]

Multi‐level Head‐wise Match and Aggregation in Transformer for Textual Sequence Matching. AAAI 2020.

Text Matching - Metrics

Improving the Similarity Measure of Determinantal Point Processes for Extractive Multi-Document Summarization. ACL 2019. [PDF]

Bayes Test of Precision, Recall, and F1 Measure for Comparison of Two Natural Language Processing Models. ACL 2019. [PDF]

Text Matching - Probability

CompareLDA A Topic Model for Document Comparison. AAAI 2019. [PDF]

Quantifying Similarity between Relations with Fact Distribution. ACL 2019. [PDF]

Density Matching for Bilingual Word Embedding. NAACL 2019. [PDF]
In this paper, we propose an approach that instead expresses the two monolingual embedding spaces as probability densities defined by a Gaussian mixture model, and matches the two densities using a method called normalizing flow.

Text Matching - Latent Variable

Document Similarity for Texts of Varying Lengths via Hidden Topics. ACL 2018. [PDF]

Deconvolutional Latent-Variable Model for Text Sequence Matching. AAAI 2018. [PDF]

*Text Matching - Graph

Matching Article Pairs with Graphical Decomposition and Convolutions. ACL 2019. [PDF]

Text Matching - VAE

Dual-View Variational Autoencoders for Semi-Supervised Text Matching. IJCAI 2019. [PDF]

Text Matching - Knowledge

Knowledge Enhanced Hybrid Neural Network for Text Matching. AAAI 2018. [PDF]

Text Matching - Application

Semantic Text Matching for Long-Form Documents. WWW 2019. [PDF] Knowledge and Cross‐Pair Pattern Guided Semantic Matching for Question Answering. AAAI 2020.

Text Matching - Multimodal

A Multimodal Text Matching Model for Obfuscated Language Identification in Adversarial Communication. WWW 2019. [PDF] HAL: Improved Text-Image Matching by Mitigating Visual Semantic Hubs. AAAI 2020. Expressing Objects just like Words: Recurrent Visual Embedding for Image‐Text Matching. AAAI 2020.

Others

Leveraging Meta Information in Short Text Aggregation. ACL 2019

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