Deeper Task-Specificity Improves Joint Entity and Relation Extraction Feb 15, 2020 Joint Entity and Relation Extraction Multi-Task Learning
Code Code Available Learning Relation Entailment with Structured and Textual Information Feb 14, 2020 Question Answering Relation
Code Code Available GREG: A Global Level Relation Extraction with Knowledge Graph Embedding Feb 10, 2020 Graph Embedding Knowledge Graph Embedding
— Unverified K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters Feb 5, 2020 Dependency Parsing Entity Typing
Code Code Available A Neural Architecture for Person Ontology population Jan 22, 2020 Classification General Classification
— Unverified BiOnt: Deep Learning using Multiple Biomedical Ontologies for Relation Extraction Jan 20, 2020 Deep Learning Relation
Code Code Available A logic-based relational learning approach to relation extraction: The OntoILPER system Jan 13, 2020 Attribute Inductive logic programming
— Unverified Chemical-induced Disease Relation Extraction with Dependency Information and Prior Knowledge Jan 2, 2020 Relation Relation Extraction
— Unverified Few-shot Relation Extraction via Bayesian Meta-learning on Task Graphs Jan 1, 2020 Graph Neural Network Meta-Learning
— Unverified LayoutLM: Pre-training of Text and Layout for Document Image Understanding Dec 31, 2019 Document AI document-image-classification
Code Code Available Combining Context and Knowledge Representations for Chemical-Disease Relation Extraction Dec 23, 2019 Relation Relation Extraction
— Unverified Knowledge-guided Convolutional Networks for Chemical-Disease Relation Extraction Dec 23, 2019 Entity Embeddings Relation
— Unverified End-to-end Named Entity Recognition and Relation Extraction using Pre-trained Language Models Dec 20, 2019 Language Modeling Language Modelling
Code Code Available The performance evaluation of Multi-representation in the Deep Learning models for Relation Extraction Task Dec 17, 2019 Relation Relation Extraction
— Unverified Effective Attention Modeling for Neural Relation Extraction Dec 9, 2019 Relation Relation Extraction
Code Code Available Integrating Deep Learning with Logic Fusion for Information Extraction Dec 6, 2019 Deep Learning Feature Engineering
— Unverified Enhancing Relation Extraction Using Syntactic Indicators and Sentential Contexts Dec 4, 2019 Diversity Relation
Code Code Available Simultaneously Linking Entities and Extracting Relations from Biomedical Text Without Mention-level Supervision Dec 2, 2019 Entity Linking Relation
— Unverified Improving Neural Relation Extraction with Positive and Unlabeled Learning Nov 28, 2019 reinforcement-learning Reinforcement Learning
— Unverified Self-Attention Enhanced Selective Gate with Entity-Aware Embedding for Distantly Supervised Relation Extraction Nov 27, 2019 Entity Embeddings Relation
— Unverified Integrating Relation Constraints with Neural Relation Extractors Nov 26, 2019 Relation Relation Extraction
Code Code Available CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task Learning Nov 24, 2019 Entity Extraction using GAN Multi-Task Learning
Code Code Available Effective Modeling of Encoder-Decoder Architecture for Joint Entity and Relation Extraction Nov 22, 2019 Decoder Joint Entity and Relation Extraction
Code Code Available Are Noisy Sentences Useless for Distant Supervised Relation Extraction? Nov 22, 2019 Clustering Deep Clustering
— Unverified Chemical-protein Interaction Extraction via Gaussian Probability Distribution and External Biomedical Knowledge Nov 21, 2019 Chemical-Protein Interaction Extraction Drug Discovery
Code Code Available Improving Relation Classification by Entity Pair Graph Nov 17, 2019 Classification General Classification
— Unverified Improving Distant Supervised Relation Extraction by Dynamic Neural Network Nov 15, 2019 Relation Relation Extraction
— Unverified KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Nov 13, 2019 Entity Embeddings Entity Typing
Code Code Available Leveraging Dependency Forest for Neural Medical Relation Extraction Nov 11, 2019 Articles Graph Neural Network
Code Code Available Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks Nov 10, 2019 Diversity Entity Typing
Code Code Available Generalizing Natural Language Analysis through Span-relation Representations Nov 10, 2019 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available Towards Understanding Gender Bias in Relation Extraction Nov 9, 2019 counterfactual Data Augmentation
Code Code Available Neural Graph Embedding Methods for Natural Language Processing Nov 8, 2019 Graph Embedding Knowledge Graphs
Code Code Available Relation Adversarial Network for Low Resource Knowledge Graph Completion Nov 8, 2019 Domain Adaptation Knowledge Graph Completion
— Unverified On the Effectiveness of the Pooling Methods for Biomedical Relation Extraction with Deep Learning Nov 4, 2019 Deep Learning Relation
— Unverified Learning from Explanations with Neural Execution Tree Nov 4, 2019 Data Augmentation Multi-hop Question Answering
Code Code Available Self-Attention Enhanced CNNs and Collaborative Curriculum Learning for Distantly Supervised Relation Extraction Nov 1, 2019 Relation Relation Extraction
— Unverified Cross-Sentence N-ary Relation Extraction using Lower-Arity Universal Schemas Nov 1, 2019 Relation Relation Extraction
— Unverified Improving Distantly-Supervised Relation Extraction with Joint Label Embedding Nov 1, 2019 Knowledge Graphs Relation
— Unverified Nearly-Unsupervised Hashcode Representations for Biomedical Relation Extraction Nov 1, 2019 Relation Relation Extraction
— Unverified Towards Extracting Medical Family History from Natural Language Interactions: A New Dataset and Baselines Nov 1, 2019 Relation Extraction
— Unverified Easy First Relation Extraction with Information Redundancy Nov 1, 2019 Relation Relation Extraction
— Unverified KnowledgeNet: A Benchmark Dataset for Knowledge Base Population Nov 1, 2019 Entity Linking Knowledge Base Population
Code Code Available Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data Nov 1, 2019 Relation Relation Extraction
Code Code Available Deep Bidirectional Transformers for Relation Extraction without Supervision Nov 1, 2019 Language Modeling Language Modelling
— Unverified Cross-lingual Structure Transfer for Relation and Event Extraction Nov 1, 2019 Event Extraction Relation
— Unverified Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning Nov 1, 2019 reinforcement-learning Reinforcement Learning
— Unverified Relation Extraction among Multiple Entities Using a Dual Pointer Network with a Multi-Head Attention Mechanism Nov 1, 2019 Decoder Object
— Unverified BOUN-ISIK Participation: An Unsupervised Approach for the Named Entity Normalization and Relation Extraction of Bacteria Biotopes Nov 1, 2019 Medical Concept Normalization Relation Extraction
— Unverified YNU-junyi in BioNLP-OST 2019: Using CNN-LSTM Model with Embeddings for SeeDev Binary Event Extraction Nov 1, 2019 Binary Relation Extraction Event Extraction
— Unverified 