DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation Extraction Feb 17, 2023 Document-level Relation Extraction Relation
Code Code Available DWIE: an entity-centric dataset for multi-task document-level information extraction Sep 26, 2020 coreference-resolution Coreference Resolution
Code Code Available CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet Aug 1, 2021 Entity Linking Entity Typing
Code Code Available A Scientific Information Extraction Dataset for Nature Inspired Engineering May 15, 2020 Relation Extraction
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 Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion Jun 16, 2021 Document-level Relation Extraction Relation
Code Code Available Adjacency List Oriented Relational Fact Extraction via Adaptive Multi-task Learning Jun 3, 2021 Multi-Task Learning Relation Extraction
Code Code Available Enhancing Biomedical Relation Extraction with Directionality Jan 23, 2025 Benchmarking Document-level Relation Extraction
Code Code Available Enhancing Document-level Relation Extraction by Entity Knowledge Injection Jul 23, 2022 Document-level Relation Extraction Knowledge Graphs
Code Code Available EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation Extraction Apr 18, 2024 Joint Entity and Relation Extraction Knowledge Graphs
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 ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning Dec 30, 2020 Contrastive Learning Entity Typing
Code Code Available Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global Inference Dec 16, 2020 Feature Engineering Medical Question Answering
Code Code Available EventPlus: A Temporal Event Understanding Pipeline Jan 13, 2021 Common Sense Reasoning Event Extraction
Code Code Available An Effective System for Multi-format Information Extraction Aug 16, 2021 Decoder Document-level Event Extraction
Code Code Available Exposing Shallow Heuristics of Relation Extraction Models with Challenge Data Oct 7, 2020 Attribute Question Answering
Code Code Available Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results Nov 1, 2021 Joint Entity and Relation Extraction Knowledge Graphs
Code Code Available FastRE: Towards Fast Relation Extraction with Convolutional Encoder and Improved Cascade Binary Tagging Framework May 5, 2022 Language Modelling Relation
Code Code Available An Empirical Study of Multi-Task Learning on BERT for Biomedical Text Mining May 6, 2020 Multi-Task Learning named-entity-recognition
Code Code Available A sequence-to-sequence approach for document-level relation extraction Apr 3, 2022 coreference-resolution Coreference Resolution
Code Code Available From Discourse to Narrative: Knowledge Projection for Event Relation Extraction Jun 16, 2021 Event Relation Extraction Knowledge Graphs
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 AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label Embedding Nov 1, 2016 Entity Typing Named Entity Recognition (NER)
Code Code Available GenIE: Generative Information Extraction Dec 15, 2021 Relation Extraction
Code Code Available CIL: Contrastive Instance Learning Framework for Distantly Supervised Relation Extraction Jun 21, 2021 Relation Relation Extraction
Code Code Available GERNERMED -- An Open German Medical NER Model Sep 24, 2021 Machine Translation model
Code Code Available CODE-ACCORD: A Corpus of Building Regulatory Data for Rule Generation towards Automatic Compliance Checking Mar 4, 2024 Relation Extraction Sentence
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 Bootstrapping Relation Extractors using Syntactic Search by Examples Feb 9, 2021 Data Augmentation 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 CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors May 9, 2023 Code Generation Few-Shot Learning
Code Code Available Coreferential Reasoning Learning for Language Representation Apr 15, 2020 Relation Extraction
Code Code Available BiomedRAG: A Retrieval Augmented Large Language Model for Biomedicine May 1, 2024 Language Modeling Language Modelling
Code Code Available A General Framework for Information Extraction using Dynamic Span Graphs Apr 5, 2019 Joint Entity and Relation Extraction Named Entity Recognition (NER)
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 BiOnt: Deep Learning using Multiple Biomedical Ontologies for Relation Extraction Jan 20, 2020 Deep Learning Relation
Code Code Available bbw: Matching CSV to Wikidata via Meta-lookup Mar 1, 2021 Entity Typing Graph Matching
Code Code Available A Frustratingly Easy Approach for Entity and Relation Extraction Oct 24, 2020 Joint Entity and Relation Extraction Multi-Task Learning
Code Code Available Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERT Jul 9, 2021 Benchmarking Document Classification
Code Code Available Better Few-Shot Relation Extraction with Label Prompt Dropout Oct 25, 2022 Few-Shot Learning Relation
Code Code Available Bioformer: an efficient transformer language model for biomedical text mining Feb 3, 2023 Articles Document Classification
Code Code Available Autoregressive Structured Prediction with Language Models Oct 26, 2022 Coreference Resolution Named Entity Recognition
Code Code Available Abstractified Multi-instance Learning (AMIL) for Biomedical Relation Extraction Oct 24, 2021 Relation Relation Extraction
Code Code Available Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation Oct 20, 2020 Entity Disambiguation Relation Extraction
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
Code Code Available On Robustness and Bias Analysis of BERT-based Relation Extraction Sep 14, 2020 counterfactual Relation
Code Code Available Back to the Future: Towards Explainable Temporal Reasoning with Large Language Models Oct 2, 2023 Attribute Instruction Following
Code Code Available CHisIEC: An Information Extraction Corpus for Ancient Chinese History Mar 22, 2024 named-entity-recognition Named Entity Recognition
Code Code Available Clinical Relation Extraction Using Transformer-based Models Jul 19, 2021 Binary Classification Classification
Code Code Available BioRED: A Rich Biomedical Relation Extraction Dataset Apr 8, 2022 Benchmarking Binary Relation Extraction
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