A Deep Neural Network Model with Multihop Self-attention Mechanism for Topic Segmentation of Texts

[1]  John D. Lafferty,et al.  Statistical Models for Text Segmentation , 1999, Machine Learning.

[2]  Jürgen Schmidhuber,et al.  Long Short-Term Memory , 1997, Neural Computation.

[3]  Ming-Wei Chang,et al.  BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding , 2019, NAACL.

[4]  Regina Barzilay,et al.  Bayesian Unsupervised Topic Segmentation , 2008, EMNLP.

[5]  Nikita Nikitinsky,et al.  Applying Topic Segmentation to Document-Level Information Retrieval , 2018, CEE-SECR '18.

[6]  Johanna D. Moore,et al.  AUTOMATIC TOPIC SEGMENTATION AND LABELING IN MULTIPARTY DIALOGUE , 2006, 2006 IEEE Spoken Language Technology Workshop.

[7]  Adnan Khashman,et al.  Document segmentation using textural features summarization and feedforward neural network , 2015, Applied Intelligence.

[8]  Xuanjing Huang,et al.  Multi-Timescale Long Short-Term Memory Neural Network for Modelling Sentences and Documents , 2015, EMNLP.

[9]  Michael I. Jordan,et al.  Latent Dirichlet Allocation , 2001, J. Mach. Learn. Res..

[10]  Claudia Niederée,et al.  Multihop Attention Networks for Question Answer Matching , 2018, SIGIR.

[11]  Eric Fosler-Lussier,et al.  Discourse Segmentation of Multi-Party Conversation , 2003, ACL.

[12]  Vasudeva Varma,et al.  Attention-Based Neural Text Segmentation , 2018, ECIR.

[13]  Jürgen Schmidhuber,et al.  Training Very Deep Networks , 2015, NIPS.

[14]  Andrea Zielinski,et al.  Using Text Segmentation Algorithms for the Automatic Generation of E-Learning Courses , 2014, *SEM@COLING.

[15]  Chris Biemann,et al.  TopicTiling: A Text Segmentation Algorithm based on LDA , 2012, ACL 2012.

[16]  Jing Li,et al.  SegBot: A Generic Neural Text Segmentation Model with Pointer Network , 2018, IJCAI.

[17]  Marti A. Hearst,et al.  A Critique and Improvement of an Evaluation Metric for Text Segmentation , 2002, CL.

[18]  Jonathan Berant,et al.  Text Segmentation as a Supervised Learning Task , 2018, NAACL.

[19]  Yoshua Bengio,et al.  Topic Segmentation : A First Stage to Dialog-Based Information Extraction , 2001, NLPRS.

[20]  Imran A. Sheikh,et al.  Topic segmentation in ASR transcripts using bidirectional RNNS for change detection , 2017, 2017 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU).

[21]  Igor Malioutov,et al.  Minimum Cut Model for Spoken Lecture Segmentation , 2006, ACL.

[22]  Haizhou Li,et al.  A DNN-HMM Approach to Story Segmentation , 2016, INTERSPEECH.

[23]  Gökhan Tür,et al.  Integrating Prosodic and Lexical Cues for Automatic Topic Segmentation , 2001, CL.

[24]  Marti A. Hearst.  Text Tiling: Segmenting Text into Multi-paragraph Subtopic Passages , 1997, CL.

[25]  Xinyan Xiao,et al.  Topic Segmentation of Web Documents with Automatic Cue Phrase Identification and BLSTM-CNN , 2016, NLPCC/ICCPOL.