Intro
General Chairs' Preface
Program Chairs' Preface
Organization
Contents - Part III
Text and Image Processing
Emotion-Aware Multimodal Pre-training for Image-Grounded Emotional Response Generation
1 Introduction
2 Related Work
3 Approaches
3.1 Overview
3.2 Pre-training
3.3 Fine-Tuning on the IgERG Task
3.4 Structure of Model Components
4 Experiments
4.1 Experimental Settings
4.2 Overall Results
4.3 Ablation Studies on Pre-training Tasks
4.4 Emotion Expression in Text Generation
4.5 Studies on the Dataset Selection
5 Conclusion

Semantic-Based Data Augmentation for Math Word Problems
1 Introduction
2 Related Work
2.1 Math Word Problem
2.2 Data Augmentation for Natural Language Processing (NLP)
3 Methodology
3.1 Problem Statement
3.2 Knowledge Augmentation
3.3 Logical Augmentation
4 Experiment
4.1 Dataset Analysis
4.2 Experimental Setup
4.3 Results
4.4 Case Study
5 Conclusion and Discussion
References
Empowering Transformer with Hybrid Matching Knowledge for Entity Matching
1 Introduction
2 Related Work
3 Entity Matching via GTA Framework
3.1 Preliminaries

3.2 Graph-Based Hybrid Embedding Module
3.3 Adaptive Transformer-Based Entity Matching
4 Experimental Evaluation
4.1 Experimental Settings
4.2 Main Results
4.3 Detailed Analysis
5 Conclusion and Outlook
References
Tracking the Evolution: Discovering and Visualizing the Evolution of Literature
1 Introduction
2 Related Works
3 Latent Relationship Learning
3.1 Context-Consistent Factor Graph
4 Literature Evolution Structure Discovery
4.1 Literature Evolution Discovery Problem
4.2 Approximate Algorithm
5 Experiments
5.1 Experiment Setting

5.2 Latent Relationship Study
5.3 Structure Study
5.4 Effectiveness of Our Solutions
5.5 Case Study
6 Conclusion
References
Incorporating Commonsense Knowledge into Story Ending Generation via Heterogeneous Graph Networks
1 Introduction
2 Related Work
3 Model
3.1 Overview
3.2 Heterogeneous Story Graph Construction
3.3 Story Heterogeneous Graph Network
3.4 Auxiliary Tasks
4 Experiments
4.1 Experiment Setup
4.2 Baseline Methods
4.3 Main Results
4.4 Ablation Study
4.5 Human Study and Case Study
5 Conclusion
References