GNN
- Graph Neural Networks for Natural Language Processing: A Survey, 2021
Term Weight
- Measuring Fine-Grained Domain Relevance of Terms, ACL2021
Knowledge Graph
- Robust Knowledge Graph Completion with Stacked Convolutions and a Student Re-Ranking Network
Information Extraction
- OntoED: Low-resource Event Detection with Ontology Embedding, ACL2021
- Position Bias Mitigation: A Knowledge-Aware Graph Model for Emotion Cause Extraction
- PRGC: Potential Relation and Global Correspondence Based Joint Relational Triple Extraction
- PairRE: Knowledge Graph Embeddings via Paired Relation Vectors
- How Knowledge Graph and Attention Help? A Qualitative Analysis into Bag-level Relation Extraction, 2021ACL :smiley: ❤
- Fine-grained Information Extraction from Biomedical Literature based on Knowledge-enriched Abstract Meaning Representation ❤
- Dependency-driven Relation Extraction with Attentive Graph Convolutional Networks ❤
- Word Sense Disambiguation: Towards Interactive Context Exploitation from Both Word and Sense Perspectives
- PairRE: Knowledge Graph Embeddings via Paired Relation Vectors
- Are Missing Links Predictable? An Inferential Benchmark for Knowledge Graph Completion
Text Generation
- Data Augmentation for Text Generation Without Any Augmented Data, ACL2021
- Capturing Relations between Scientific Papers: An Abstractive Model for Related Work Section Generation, 2021ACL
- Employing Argumentation Knowledge Graphs for Neural Argument Generation
- Metaphor Generation with Conceptual Mappings, 2021ACL
- AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation, 2021ACL
NLP Machine Learning
- DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations
- Dynamic Contextualized Word Embeddings
- Unsupervised Out-of-Domain Detection via Pre-trained Transformers ❤
- Tree-Structured Topic Modeling with Nonparametric Neural Variational Inference
- Obtaining Better Static Word Embeddings Using Contextual Embedding Models
- TAN-NTM: Topic Attention Networks for Neural Topic Modeling ❤
- Learning Dense Representations of Phrases at Scale
Chat-box
- Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection
多模态
- Multimodal Sentiment Detection Based on Multi-channel Graph Neural Networks