NLP-in-IJCAI-2019

A Summary of NLP domain in IJCAI 2019.

Invited talk on the evening of Sept. 16, 2019.

1. Distant Supervision: Early Discovery of Emerging Entities in Microblogs https://www.ijcai.org/proceedings/2019/678

2. Q&A: Neural Program Induction for KBQA Without Gold Programs or Query Annotations https://www.ijcai.org/proceedings/2019/679

3. Medical Conceptual Representation: Medical Concept Representation Learning from Multi-source Data https://www.ijcai.org/proceedings/2019/680

4. Sentiment Classification: Multi-Domain Sentiment Classification Based on Domain-Aware Embedding and Attention https://www.ijcai.org/proceedings/2019/681

5. Relationship Representation: A Latent Variable Model for Learning Distributional Relation Vectors https://www.ijcai.org/proceedings/2019/682

6. Relational Semantic Mapping: Generating Multiple Diverse Responses with Multi-Mapping and Posterior Mapping Selection https://www.ijcai.org/proceedings/2019/683

7. Poetry Generation: Sentiment-Controllable Chinese Poetry Generation https://www.ijcai.org/proceedings/2019/684

8. Machine Translation: From Words to Sentences: A Progressive Learning Approach for Zero-resource Machine Translation with Visual Pivots https: //www.ijcai.org/proceedings/2019/685

9. Abstractive Timeline Summarization: Learning towards Abstractive Timeline Summarization https://www.ijcai.org/proceedings/2019/686

10. Named Entity Recognition: Coreference Aware Representation Learning for Neural Named Entity Recognition https://www.ijcai.org/proceedings/2019/687

11. Multi-output learning: Learning Assistance from an Adversarial Critic for Multi-Outputs Prediction https://www.ijcai.org/proceedings/2019/688

12. Entity Resolution: End-to-End Multi-Perspective Matching for Entity Resolution https://www.ijcai.org/proceedings/2019/689

13. Reading Comprehension: Difficulty Controllable Generation of Reading Comprehension Questions https://www.ijcai.org/proceedings/2019/690

14. Syntactic and Semantic Parsing: Modeling Source Syntax and Semantics for Neural AMR Parsing https://www.ijcai.org/proceedings/2019/691

15. Chinese Named Entity Recognition: CNN-Based Chinese NER with Lexicon Rethinking https://www.ijcai.org/proceedings/2019/692

16. Visual Dialog: Dual Visual Attention Network for Visual Dialog https://www.ijcai.org/proceedings/2019/693

17. Q&A: AmazonQA: A Review-Based Question Answering Task https://www.ijcai.org/proceedings/2019/694

18. Causal Q&A: Answering Binary Causal Questions Through Large-Scale Text Mining: An Evaluation Using Cause-Effect Pairs from Human Experts https://www.ijcai.org/proceedings/2019/695

19. Dialogue Modeling: GSN: A Graph-Structured Network for Multi-Party Dialogues https://www.ijcai.org/proceedings/2019/696

20. Text Classification: Leap-LSTM: Enhancing Long Short-Term Memory for Text Categorization https://www.ijcai.org/proceedings/2019/697

21. Relation Extraction: Relation Extraction Using Supervision from Topic Knowledge of Relation Labels https://www.ijcai.org/proceedings/2019/698

22. Represent Learning Similarity: Representation Learning with Weighted Inner Product for Universal Approximation of General Similarities https://www.ijcai.org/proceedings/2019/699

23. Coreference Resolution: Incorporating Structural Information for Better Coreference Resolution https://www.ijcai.org/proceedings/2019/700

24. Entity-Linking, Topic Units: Knowledge Base Question Answering with Topic Units https://www.ijcai.org/proceedings/2019/701

25. Named Entity Boundary Detection: Adversarial Transfer for Named Entity Boundary Detection with Pointer Networks https://www.ijcai.org/proceedings/2019/702

26. Speech Emotion Recognition, Representation Learning: Towards Discriminative Representation Learning for Speech Emotion Recognition https://www.ijcai.org/proceedings/2019/703

27. Dependency Parsing: Self-attentive Biaffine Dependency Parsing https://www.ijcai.org/proceedings/2019/704

28. Improved GRU: Reading selectively via Binary Input Gated Recurrent Unit https://www.ijcai.org/proceedings/2019/705

29. Dialog Systems: Learning to Select Knowledge for Response Generation in Dialog Systems https://www.ijcai.org/proceedings/2019/706

30. Sentiment Classification: Deep Mask Memory Network with Semantic Dependency and Context Moment for Aspect Level Sentiment Classification https://www.ijcai.org/proceedings/2019/707

31. Cross-Modal Information for Image Captioning: Exploring and Distilling Cross-Modal Information for Image Captioning https://www.ijcai.org/proceedings/2019/708

32. Network Embedding: Network Embedding with Dual Generation Tasks https://www.ijcai.org/proceedings/2019/709

33. Interactive Search: Building Personalized Simulator for Interactive Search https://www.ijcai.org/proceedings/2019/710

34. Text Style Transfer: A Dual Reinforcement Learning Framework for Unsupervised Text Style Transfer https://www.ijcai.org/proceedings/2019/711

35. Aspect Extraction: Unsupervised Neural Aspect Extraction with Sememes https://www.ijcai.org/proceedings/2019/712

36. Sentiment Classification: Aspect-Based Sentiment Classification with Attentive Neural Turing Machines https://www.ijcai.org/proceedings/2019/714

37. OOV: Learning Task-Specific Representation for Novel Words in Sequence Labeling https://www.ijcai.org/proceedings/2019/715

38. Dependency and Relation Extraction: Improving Cross-Domain Performance for Relation Extraction via Dependency Prediction and Information Flow Control https://www.ijcai.org/proceedings/2019/716

39. Sentiment Analysis: Learn to Select via Hierarchical Gate Mechanism for Aspect-Based Sentiment Analysis https://www.ijcai.org/proceedings/2019/717

40. Aligning Learning: Aligning Learning Outcomes to Learning Resources: A Lexico-Semantic Spatial Approach https://www.ijcai.org/proceedings/2019/718

41. Code Switched Text: A Deep Generative Model for Code Switched Text https://www.ijcai.org/proceedings/2019/719

42. Image-Text Matching: Knowledge Aware Semantic Concept Expansion for Image-Text Matching https://www.ijcai.org/proceedings/2019/720

43. Conversational Responses: Exploiting Persona Information for Diverse Generation of Conversational Responses https://www.ijcai.org/proceedings/2019/721

44. Sentiment Analysis: Cold-Start Aware Deep Memory Network for Multi-Entity Aspect-Based Sentiment Analysis https://www.ijcai.org/proceedings/2019/722

45. GAN, Spam Detection: GANs for Semi-Supervised Opinion Spam Detection https://www.ijcai.org/proceedings/2019/723

46. Semantic Language Representation , Financial Forecast: PRoFET: Predicting the Risk of Firms from Event Transcripts https://www.ijcai.org/proceedings/2019/724

47. Knowledge Embedding: Unsupervised Embedding Enhancements of Knowledge Graphs using Textual Associations https://www.ijcai.org/proceedings/2019/725

48. Image Captioning Transformation: Swell-and-Shrink: Decomposing Image Captioning by Transformation and Summarization https://www.ijcai.org/proceedings/2019/726

49. Story Completion: T-CVAE: Transformer-Based Conditioned Variational Autoencoder for Story Completion https://www.ijcai.org/proceedings/2019/727

50. Link Prediction: Robust Embedding with Multi-Level Structures for Link Prediction https://www.ijcai.org/proceedings/2019/728

51. Generation of Semantic Structure of Text (Mind-map): Revealing Semantic Structures of Texts: Multi-grained Framework for Automatic Mind-map Generation https://www.ijcai.org/proceedings/2019/729

52. Machine Translation: Correct-and-Memorize: Learning to Translate from Interactive Revisions https://www.ijcai.org/proceedings/2019/730

53. Text Modeling: Modeling Noisy Hierarchical Types in Fine-Grained Entity Typing: A Content-Based Weighting Approach https://www.ijcai.org/proceedings/2019/731

54. Sentiment Transfer: Mask and Infill: Applying Masked Language Model for Sentiment Transfer https://www.ijcai.org/proceedings/2019/732

55. Entity Alignment: Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs https://www.ijcai.org/proceedings/2019/733

56. Emotion Cause Extraction: RTHN: A RNN-Transformer Hierarchical Network for Emotion Cause Extraction https://www.ijcai.org/proceedings/2019/734

57. Transformer Variant: Sharing Attention Weights for Fast Transformer https://www.ijcai.org/proceedings/2019/735

58. Semi-Supervised Text Matching: Dual-View Variational Autoencoders for Semi-Supervised Text Matching https://www.ijcai.org/proceedings/2019/737

59. Aspect-Based Sentiment Analysis: Earlier Attention? Aspect-Aware LSTM for Aspect-Based Sentiment Analysis https://www.ijcai.org/proceedings/2019/738

60. Machine Translation: Polygon-Net: A General Framework for Jointly Boosting Multiple Unsupervised Neural Machine Translation Models https://www.ijcai.org/proceedings/2019/739

61. Entity Linking: Neural Collective Entity Linking Based on Recurrent Random Walk Network Learning https://www.ijcai.org/proceedings/2019/740

62. Adversarial Example: Robust Audio Adversarial Example for a Physical Attack https://www.ijcai.org/proceedings/2019/741

63. Image Captioning: HorNet: A Hierarchical Offshoot Recurrent Network for Improving Person Re-ID via Image Captioning https://www.ijcai.org/proceedings/2019/742

64. Q&A: Knowledge-enhanced Hierarchical Attention for Community Question Answering with Multi-task and Adaptive Learning https://www.ijcai.org/proceedings/2019/743

65. Commonsense-Driven Visual Story Generation: Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual Storytelling https://www.ijcai.org/proceedings/2019/744

66. Network Embedding: Triplet Enhanced AutoEncoder: Model-free Discriminative Network Embedding https://www.ijcai.org/proceedings/2019/745

67. Multilingual Sentence Embedding: Improving Multilingual Sentence Embedding using Bi-directional Dual Encoder with Additive Margin Softmax https://www.ijcai.org/proceedings/2019/746

68. Text Style Transfer: Utilizing Non-Parallel Text for Style Transfer by Making Partial Comparisons https://www.ijcai.org/proceedings/2019/747

69. Sentence Representation: Graph-based Neural Sentence Ordering https://www.ijcai.org/proceedings/2019/748

70. Word Representation: Refining Word Representations by Manifold Learning https://www.ijcai.org/proceedings/2019/749

71. Relation Extraction: Beyond Word Attention: Using Segment Attention in Neural Relation Extraction https://www.ijcai.org/proceedings/2019/750

72. Multimodal Sentiment Classification: Adapting BERT for Target-Oriented Multimodal Sentiment Classification https://www.ijcai.org/proceedings/2019/751

73. Emotion Detection: Modeling both Context-and Speaker-Sensitive Dependence for Emotion Detection in Multi-speaker Conversations https://www.ijcai.org/proceedings/2019/752

74. Entity and Event Extraction: Extracting Entities and Events as a Single Task Using a Transition-Based Neural Model https://www.ijcai.org/proceedings/2019/753

75. Entity Alignment Embedding: Multi-view Knowledge Graph Embedding for Entity Alignment https://www.ijcai.org/proceedings/2019/754

76. Conversational Sentiment Analysis: Quantum-Inspired Interactive Networks for Conversational Sentiment Analysis https://www.ijcai.org/proceedings/2019/755

77. Information Retrieval: A Document-grounded Matching Network for Response Selection in Retrieval-based Chatbots https://www.ijcai.org/proceedings/2019/756

78. Text Classification: Recurrent Neural Network for Text Classification with Hierarchical Multiscale Dense Connections https://www.ijcai.org/proceedings/2019/757

79. Information Retrieval: RLTM: An Efficient Neural IR Framework for Long Documents https://www.ijcai.org/proceedings/2019/758

80. Text Classification: Dynamically Route Hierarchical Structure Representation to Attentive Capsule for Text Classification https://www.ijcai.org/proceedings/2019/759

81. Sequence Generation: Sequence Generation: From Both Sides to the Middle https://www.ijcai.org/proceedings/2019/760

82. Word Embedding: Getting in Shape: Word Embedding SubSpaces https://www.ijcai.org/proceedings/2019/761

83. Opinion Target Extraction, Sentiment Classification: A Span-based Joint Model for Opinion Target Extraction and Target Sentiment Classification https://www.ijcai.org/proceedings/2019/762