Enhancing Low-Resource Relation Representations through Multi-View Decoupling Dec 26, 2023 Relation Relation Extraction
Code Code Available Improving Neural Relation Extraction with Implicit Mutual Relations Jul 8, 2019 Relation Relation Extraction
Code Code Available Information Screening whilst Exploiting! Multimodal Relation Extraction with Feature Denoising and Multimodal Topic Modeling May 19, 2023 Denoising Relation
Code Code Available Injecting Knowledge Base Information into End-to-End Joint Entity and Relation Extraction and Coreference Resolution Jul 5, 2021 coreference-resolution Coreference Resolution
Code Code Available Context-faithful Prompting for Large Language Models Mar 20, 2023 counterfactual Machine Reading Comprehension
Code Code Available ITER: Iterative Transformer-based Entity Recognition and Relation Extraction Nov 11, 2024 GPU Language Modeling
Code Code Available Curriculum-Meta Learning for Order-Robust Continual Relation Extraction Jan 6, 2021 Continual Relation Extraction Meta-Learning
Code Code Available BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jan 25, 2019 Drug–drug Interaction Extraction Few-Shot Learning
Code Code Available A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction Jan 25, 2021 Joint Entity and Relation Extraction Reading Comprehension
Code Code Available Joint Entity and Relation Extraction with Span Pruning and Hypergraph Neural Networks Oct 26, 2023 Joint Entity and Relation Extraction NER
Code Code Available A Distant Supervision Corpus for Extracting Biomedical Relationships Between Chemicals, Diseases and Genes Apr 13, 2022 Document-level Relation Extraction Relation
Code Code Available Joint Multimodal Entity-Relation Extraction Based on Edge-enhanced Graph Alignment Network and Word-pair Relation Tagging Nov 28, 2022 graph construction named-entity-recognition
Code Code Available An Improved Baseline for Sentence-level Relation Extraction Feb 2, 2021 Relation Relation Extraction
Code Code Available KGPool: Dynamic Knowledge Graph Context Selection for Relation Extraction Jun 1, 2021 Graph Neural Network Relation
Code Code Available CHisIEC: An Information Extraction Corpus for Ancient Chinese History Mar 22, 2024 named-entity-recognition Named Entity Recognition
Code Code Available Bioformer: an efficient transformer language model for biomedical text mining Feb 3, 2023 Articles Document Classification
Code Code Available KoCHET: a Korean Cultural Heritage corpus for Entity-related Tasks Sep 1, 2022 Entity Typing Management
Code Code Available KPI-EDGAR: A Novel Dataset and Accompanying Metric for Relation Extraction from Financial Documents Oct 17, 2022 Benchmarking Joint Entity and Relation Extraction
Code Code Available Large-Scale Relation Learning for Question Answering over Knowledge Bases with Pre-trained Language Models Nov 1, 2021 Question Answering Relation
Code Code Available CIL: Contrastive Instance Learning Framework for Distantly Supervised Relation Extraction Jun 21, 2021 Relation Relation Extraction
Code Code Available Learning from Noisy Labels for Entity-Centric Information Extraction Apr 17, 2021 Named Entity Recognition (NER) Relation Extraction
Code Code Available Learning Informative Representations of Biomedical Relations with Latent Variable Models Nov 20, 2020 Relation Relation Extraction
Code Code Available Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? Dec 21, 2022 Multi-class Classification Natural Language Inference
Code Code Available Improving Large Language Models in Event Relation Logical Prediction Oct 13, 2023 counterfactual Event Relation Extraction
Code Code Available A Unified Framework of Medical Information Annotation and Extraction for Chinese Clinical Text Mar 8, 2022 Attribute Attribute Extraction
Code Code Available Let's Stop Incorrect Comparisons in End-to-end Relation Extraction! Sep 22, 2020 Articles Language Modeling
Code Code Available On Robustness and Bias Analysis of BERT-based Relation Extraction Sep 14, 2020 counterfactual Relation
Code Code Available CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters Oct 20, 2020 Clinical Concept Extraction Drug–drug Interaction Extraction
Code Code Available Clinical Relation Extraction Using Transformer-based Models Jul 19, 2021 Binary Classification Classification
Code Code Available Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation Oct 20, 2020 Entity Disambiguation Relation Extraction
Code Code Available An Effective System for Multi-format Information Extraction Aug 16, 2021 Decoder Document-level Event Extraction
Code Code Available Matching the Blanks: Distributional Similarity for Relation Learning Jun 7, 2019 Few-Shot Relation Classification Relation
Code Code Available MAVEN-Arg: Completing the Puzzle of All-in-One Event Understanding Dataset with Event Argument Annotation Nov 15, 2023 All Event Argument Extraction
Code Code Available MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation Extraction Nov 14, 2022 Event Relation Extraction Relation
Code Code Available Meta-Learning with Sparse Experience Replay for Lifelong Language Learning Sep 10, 2020 Continual Learning Lifelong learning
Code Code Available Automatic Error Analysis for Document-level Information Extraction Sep 15, 2022 Event Extraction Relation Extraction
Code Code Available MobIE: A German Dataset for Named Entity Recognition, Entity Linking and Relation Extraction in the Mobility Domain Aug 16, 2021 Entity Linking Multi-Task Learning
Code Code Available Modeling Hierarchical Reasoning Chains by Linking Discourse Units and Key Phrases for Reading Comprehension Jun 21, 2023 Logical Reasoning Machine Reading Comprehension
Code Code Available BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous Datasets Jun 19, 2023 graph construction Multi-Task Learning
Code Code Available Bootstrapping Relation Extractors using Syntactic Search by Examples Feb 9, 2021 Data Augmentation Relation
Code Code Available Multimodal Learning on Graphs for Disease Relation Extraction Mar 16, 2022 Knowledge Graphs Relation
Code Code Available Automatic Rule Induction for Interpretable Semi-Supervised Learning May 18, 2022 Relation Extraction
Code Code Available Named Entity Recognition and Relation Extraction using Enhanced Table Filling by Contextualized Representations Oct 15, 2020 named-entity-recognition Named Entity Recognition
Code Code Available NEREL: A Russian Dataset with Nested Named Entities, Relations and Events Aug 30, 2021 named-entity-recognition Named Entity Recognition
Code Code Available Back to the Future: Towards Explainable Temporal Reasoning with Large Language Models Oct 2, 2023 Attribute Instruction Following
Code Code Available An End-to-end Model for Entity-level Relation Extraction using Multi-instance Learning Feb 11, 2021 coreference-resolution Coreference Resolution
Code Code Available BioRED: A Rich Biomedical Relation Extraction Dataset Apr 8, 2022 Benchmarking Binary Relation Extraction
Code Code Available Autoregressive Structured Prediction with Language Models Oct 26, 2022 Coreference Resolution Named Entity Recognition
Code Code Available BiomedRAG: A Retrieval Augmented Large Language Model for Biomedicine May 1, 2024 Language Modeling Language Modelling
Code Code Available BROS: A Pre-trained Language Model Focusing on Text and Layout for Better Key Information Extraction from Documents Aug 10, 2021 Key Information Extraction Language Modeling
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