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Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-50496-4_44openalex-snapshot
Exploring Long Tail Data in Distantly Supervised Relation Extraction
inferredcites →https://doi.org/10.1007/978-3-319-93417-4_38openalex-snapshot
Modeling Relational Data with Graph Convolutional Networks
inferredcites →https://doi.org/10.1007/978-3-642-15939-8_10openalex-snapshot
Modeling Relations and Their Mentions without Labeled Text
inferredcites →https://doi.org/10.1007/bf02289588openalex-snapshot
Hierarchical Clustering Schemes
inferredcites →https://doi.org/10.1609/aaai.v28i1.8870openalex-snapshot
Knowledge Graph Embedding by Translating on Hyperplanes
inferredcites →https://doi.org/10.1609/aaai.v29i1.9491openalex-snapshot
Learning Entity and Relation Embeddings for Knowledge Graph Completion
inferredcites →https://doi.org/10.1609/aaai.v31i1.10953openalex-snapshot
Distant Supervision for Relation Extraction with Sentence-Level Attention and Entity Descriptions
inferredcites →https://doi.org/10.1609/aaai.v32i1.11927openalex-snapshot
Neural Knowledge Acquisition via Mutual Attention Between Knowledge Graph and Text
inferredcites →https://doi.org/10.1609/aaai.v32i1.11950openalex-snapshot
Large Scaled Relation Extraction With Reinforcement Learning
inferredcites →https://doi.org/10.1609/aaai.v32i1.12063openalex-snapshot
Reinforcement Learning for Relation Classification From Noisy Data
inferredcites →https://doi.org/10.18653/v1/d15-1203openalex-snapshot
Distant Supervision for Relation Extraction via Piecewise Convolutional Neural Networks
inferredcites →https://doi.org/10.18653/v1/d17-1159openalex-snapshot
Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling
inferredcites →https://doi.org/10.18653/v1/d17-1186openalex-snapshot
Incorporating Relation Paths in Neural Relation Extraction
inferredcites →https://doi.org/10.18653/v1/d17-1187openalex-snapshot
Adversarial Training for Relation Extraction
inferredcites →https://doi.org/10.18653/v1/d17-1189openalex-snapshot
A Soft-label Method for Noise-tolerant Distantly Supervised Relation Extraction
inferredcites →https://doi.org/10.18653/v1/d17-1191openalex-snapshot
Deep Residual Learning for Weakly-Supervised Relation Extraction
inferredcites →https://doi.org/10.18653/v1/d18-1120openalex-snapshot
Attention-Based Capsule Networks with Dynamic Routing for Relation Extraction
inferredcites →https://doi.org/10.18653/v1/d18-1247openalex-snapshot
Hierarchical Relation Extraction with Coarse-to-Fine Grained Attention
inferredcites →https://doi.org/10.18653/v1/d18-1248openalex-snapshot
Label-Free Distant Supervision for Relation Extraction via Knowledge Graph Embedding
inferredcites →https://doi.org/10.18653/v1/d18-1352openalex-snapshot
Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces
inferredcites →https://doi.org/10.18653/v1/d18-1358openalex-snapshot
Knowledge Graph Embedding with Hierarchical Relation Structure
inferredcites →https://doi.org/10.18653/v1/p16-1200openalex-snapshot
Neural Relation Extraction with Selective Attention over Instances
inferredcites →https://doi.org/10.18653/v1/p17-1166openalex-snapshot
Jointly Extracting Relations with Class Ties via Effective Deep Ranking
inferredcites →https://doi.org/10.18653/v1/p18-1046openalex-snapshot
DSGAN: Generative Adversarial Training for Distant Supervision Relation Extraction
inferredcites →https://doi.org/10.18653/v1/w17-4301openalex-snapshot
Dependency Parsing with Dilated Iterated Graph CNNs
inferredcites →https://doi.org/10.3115/1118693.1118703openalex-snapshot
Kernel methods for relation extraction
inferredcites →https://doi.org/10.3115/1219840.1219893openalex-snapshot
Exploring various knowledge in relation extraction
inferredcites →https://doi.org/10.3115/1690219.1690287openalex-snapshot
Distant supervision for relation extraction without labeled data
inferredcites →https://doi.org/10.4230/lipics.ecoop.2025.6openalex-snapshot
Detecting Functionality-Specific Vulnerabilities via Retrieving Individual Functionality-Equivalent APIs in Open-Source Repositories
inferredcites →https://doi.org/10.4230/tgdk.1.1.7openalex-snapshot
Embedding Entities and Relations for Learning and Inference in Knowledge Bases
inferredcites →https://doi.org/10.48550/arxiv.1301.3781openalex-snapshot
Efficient Estimation of Word Representations in Vector Space
inferredcites →https://doi.org/10.48550/arxiv.1508.01006openalex-snapshot
Relation Classification via Recurrent Neural Network
inferredcites →https://doi.org/10.48550/arxiv.1710.04908openalex-snapshot
Graph Convolutional Networks for Classification with a Structured Label Space
inferredcites →https://doi.org/10.5281/zenodo.1318390openalex-snapshot
Advances In Deep Learning On Graphs (Gsp'18 Workshop)

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Graph Powered Machine Learning in Smart Sensor Networks
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Unseen Relation Prediction Using BERT and Neighbour Encoder
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On Robustness and Bias Analysis of BERT-Based Relation Extraction
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A Multi-granularity Contrastive Learning for Distantly Supervised Relation Extraction
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Geometry-based anisotropy representation learning of concepts for knowledge graph embedding
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Mention Distance-aware Interactive Attention with Multi-step Reasoning for document-level relation extraction
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Knowledge graph embedding by translating in time domain space for link prediction
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Low-resource extraction with knowledge-aware pairwise prototype learning
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Distantly Supervised Relation Extraction using Global Hierarchy Embeddings and Local Probability Constraints
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Knowledge graph attention mechanism for distant supervision neural relation extraction
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Few-shot relation classification using clustering-based prototype modification
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Deconstructing reasoning paths and attending to semantic guidance for document-level relation extraction
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Distant supervised relation extraction with position feature attention and selective bag attention
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Improved distant supervision relation extraction based on edge-reasoning hybrid graph model
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Deep Learning on Graphs
inferred← citeshttps://doi.org/10.1017/9781108924184.001openalex-snapshot
Preface
inferred← citeshttps://doi.org/10.1017/9781108924184.002openalex-snapshot
Acknowledgements
inferred← citeshttps://doi.org/10.1017/9781108924184.003openalex-snapshot
Deep Learning on Graphs: An Introduction
inferred← citeshttps://doi.org/10.1017/9781108924184.004openalex-snapshot
Foundations
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Foundations of Graphs
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Foundations of Deep Learning
inferred← citeshttps://doi.org/10.1017/9781108924184.007openalex-snapshot
Methods
inferred← citeshttps://doi.org/10.1017/9781108924184.008openalex-snapshot
Graph Embedding
inferred← citeshttps://doi.org/10.1017/9781108924184.009openalex-snapshot
Graph Neural Networks
inferred← citeshttps://doi.org/10.1017/9781108924184.010openalex-snapshot
Robust Graph Neural Networks
inferred← citeshttps://doi.org/10.1017/9781108924184.011openalex-snapshot
Scalable Graph Neural Networks
inferred← citeshttps://doi.org/10.1017/9781108924184.012openalex-snapshot
Graph Neural Networks for Complex Graphs
inferred← citeshttps://doi.org/10.1017/9781108924184.013openalex-snapshot
Beyond GNNs: More Deep Models on Graphs
inferred← citeshttps://doi.org/10.1017/9781108924184.014openalex-snapshot
Applications
inferred← citeshttps://doi.org/10.1017/9781108924184.015openalex-snapshot
Graph Neural Networks in Natural Language Processing
inferred← citeshttps://doi.org/10.1017/9781108924184.016openalex-snapshot
Graph Neural Networks in Computer Vision
inferred← citeshttps://doi.org/10.1017/9781108924184.017openalex-snapshot
Graph Neural Networks in Data Mining
inferred← citeshttps://doi.org/10.1017/9781108924184.018openalex-snapshot
Graph Neural Networks in Biochemistry and Health Care
inferred← citeshttps://doi.org/10.1017/9781108924184.019openalex-snapshot
Advances
inferred← citeshttps://doi.org/10.1017/9781108924184.020openalex-snapshot
Advanced Topics in Graph Neural Networks
inferred← citeshttps://doi.org/10.1017/9781108924184.021openalex-snapshot
Advanced Applications in Graph Neural Networks
inferred← citeshttps://doi.org/10.1017/9781108924184.022openalex-snapshot
Bibliography
inferred← citeshttps://doi.org/10.1017/9781108924184.023openalex-snapshot
Index
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An end-to-end neural framework using coarse-to-fine-grained attention for overlapping relational triple extraction
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Knowledge-Aware Learning Framework Based on Schema Theory to Complement Large Learning Models
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Graph-augmented object detection for robust cotton boll maturity assessment
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Multi-Stream Semantics-Guided Dynamic Aggregation Graph Convolution Networks to Extract Overlapping Relations
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A Review of State of the Art Deep Learning Models for Ontology Construction
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Denoising Long-Tail Augmented Contrastive Network for Multi-Behavior Recommendation
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KEoG: A knowledge-aware edge-oriented graph neural network for document-level relation extraction
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Knowledge Graph Enhanced Event Extraction in Financial Documents
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Knowledge Graph Completion via Bidirectional Translation and Interaction
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A Method and System for Power Grid Engineering Error Diagnosis Based on Improved Graph Convolutional Networks
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Noise Suppression with Label Graph in Distantly Supervised Relation Extraction
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GMatchBERT: BERT-Enhanced Relation Learning for Knowledge Graphs
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Interventional Video Grounding with Dual Contrastive Learning
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Learning Graphs for Knowledge Transfer with Limited Labels
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Relational Learning with Attribute-Based Multi-Head Attention Regulator for Few-Shot Knowledge Graph Completion
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A Survey on Approaches and Applications of Knowledge Representation Learning
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Document-Level Relation Extraction from Macro-Micro Perspective
inferred← citeshttps://doi.org/10.1109/dsc67331.2025.00052openalex-snapshot
Hierarchical Aware Relation Extraction Based on Prompt-Tuning
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A Bilateral Perspective for Modeling Real-Time Traffic Trends in Live-Streaming Recommendation
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Abnormal Entity-Aware Knowledge Graph Completion
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Relational Reasoning Model Based on Evidence Sentences for Document-level Relation Extraction
inferred← citeshttps://doi.org/10.1109/icmlc63072.2024.10935121openalex-snapshot
MUSE: Multi-Knowledge Passing on the Edges, Boosting Knowledge Graph Completion
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Entity and Entity Type Enhanced Capsule Network for Distant Supervision Relation Extraction
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A Robust De-noising Method via Training Loss for Distantly Supervised Relation Extraction
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Overview of Distant Supervised Relation Extraction
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Multi-stage Knowledge Enhancement for Ultra-fine-grained Entity Typing
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Joint Extraction of Triple Knowledge Based on Relation Priority
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A Survey of Graph Neural Network Methods for Relation Extraction
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Zero-Shot and Few-Shot Learning With Knowledge Graphs: A Comprehensive Survey
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The Application of Graph Neural Network in Natural Language Processing and Computer Vision
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Task-Adaptive Feature Fusion for Generalized Few-Shot Relation Classification in an Open World Environment
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LOGEN: Few-Shot Logical Knowledge-Conditioned Text Generation With Self-Training
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Towards Privacy-Preserving Personalized Federated Relation Classification
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The Joint Method of Triple Attention and Novel Loss Function for Entity Relation Extraction in Small Data-Driven Computational Social Systems
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Event Causal Relation Extraction in Brain Connectomics: A Model Utilizing Weighted Joint Constrained Learning
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Learning Relation Prototype from Unlabeled Texts for Long-tail Relation Extraction
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Granularity-aware Area Prototypical Network with Bimargin Loss for Few Shot Relation Classification
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Distantly-Supervised Long-Tailed Relation Extraction Using Constraint Graphs
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Scene-Driven Multimodal Knowledge Graph Construction for Embodied AI
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A Survey on Knowledge Graphs: Representation, Acquisition, and Applications
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HRCL: Hierarchical Relation Contrastive Learning for Low-Resource Relation Extraction
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Relation Adversarial Network for Low Resource Knowledge Graph Completion
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AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba
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Multi-Graph Cooperative Learning Towards Distant Supervised Relation Extraction
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Relation Extraction as Open-book Examination
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One-Shot Relation Learning for Knowledge Graphs via Neighborhood Aggregation and Paths Encoding
inferred← citeshttps://doi.org/10.1145/3485447.3511921openalex-snapshot
Ontology-enhanced Prompt-tuning for Few-shot Learning
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KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction
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Uncovering Causal Effects of Online Short Videos on Consumer Behaviors
inferred← citeshttps://doi.org/10.1145/3495161openalex-snapshot
Graph Neural Networks: Taxonomy, Advances, and Trends
inferred← citeshttps://doi.org/10.1145/3498851.3498985openalex-snapshot
SCAN:Syntactic Knowledge and Commonsense Knowledge Adapter Based Network for Aspect-level Sentiment Classification
inferred← citeshttps://doi.org/10.1145/3502223.3502237openalex-snapshot
Normal vs. Adversarial: Salience-based Analysis of Adversarial Samples for Relation Extraction
inferred← citeshttps://doi.org/10.1145/3510003.3510038openalex-snapshot
Static inference meets deep learning
inferred← citeshttps://doi.org/10.1145/3510030openalex-snapshot
What Can Knowledge Bring to Machine Learning?—A Survey of Low-shot Learning for Structured Data
inferred← citeshttps://doi.org/10.1145/3511808.3557422openalex-snapshot
PromptORE - A Novel Approach Towards Fully Unsupervised Relation Extraction
inferred← citeshttps://doi.org/10.1145/3517207.3526974openalex-snapshot
Scaling knowledge graph embedding models for link prediction
inferred← citeshttps://doi.org/10.1145/3539618.3591748openalex-snapshot
Personalized Federated Relation Classification over Heterogeneous Texts
inferred← citeshttps://doi.org/10.1145/3539618.3591912openalex-snapshot
Linked-DocRED - Enhancing DocRED with Entity-Linking to Evaluate End-To-End Document-Level Information Extraction Pipelines
inferred← citeshttps://doi.org/10.1145/3539618.3591928openalex-snapshot
The 1st International Workshop on Implicit Author Characterization from Texts for Search and Retrieval (IACT'23)
inferred← citeshttps://doi.org/10.1145/3543507.3583279openalex-snapshot
Meta-Learning Based Knowledge Extrapolation for Temporal Knowledge Graph
inferred← citeshttps://doi.org/10.1145/3570733.3570735openalex-snapshot
Fine-grained relational learning for few-shot knowledge graph completion
inferred← citeshttps://doi.org/10.1145/3578741.3578755openalex-snapshot
EINE:Relation Classification by Enhancing the Impact of Non-Entity words
inferred← citeshttps://doi.org/10.1145/3583788.3583804openalex-snapshot
LDRC: Long-tail Distantly Supervised Relation Extraction via Contrastive Learning
inferred← citeshttps://doi.org/10.1145/3618295openalex-snapshot
A Comprehensive Survey on Automatic Knowledge Graph Construction
inferred← citeshttps://doi.org/10.1145/3641850openalex-snapshot
CodeKGC: Code Language Model for Generative Knowledge Graph Construction
inferred← citeshttps://doi.org/10.1145/3659948openalex-snapshot
Knowledge-Enriched Prompt for Low-Resource Named Entity Recognition
inferred← citeshttps://doi.org/10.1145/3677779.3677802openalex-snapshot
Research on Distant Supervision Relation Extraction based on Attention Graph Enhancement and Dynamic Loss
inferred← citeshttps://doi.org/10.1145/3685650.3685660openalex-snapshot
Graph Detective: A User Interface for Intuitive Graph Exploration Through Visualized Queries
inferred← citeshttps://doi.org/10.1146/annurev-biodatasci-010820-091627openalex-snapshot
Knowledge-Based Biomedical Data Science
inferred← citeshttps://doi.org/10.11834/jrs.20210469openalex-snapshot
Remote sensing knowledge graph construction and its application in typical scenarios
inferred← citeshttps://doi.org/10.1186/s40649-019-0069-yopenalex-snapshot
Graph convolutional networks: a comprehensive review
inferred← citeshttps://doi.org/10.14428/esann/2021.es2021-25openalex-snapshot
Deep Graph Convolutional Networks for Wind Speed Prediction
inferred← citeshttps://doi.org/10.1561/2200000096openalex-snapshot
Graph Neural Networks for Natural Language Processing: A Survey
inferred← citeshttps://doi.org/10.1561/9781638281436openalex-snapshot
Graph Neural Networks for Natural Language Processing: A Survey
inferred← citeshttps://doi.org/10.1609/aaai.v35i16.17677openalex-snapshot
Contrastive Triple Extraction with Generative Transformer
inferred← citeshttps://doi.org/10.1609/aaai.v35i5.16598openalex-snapshot
Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction
inferred← citeshttps://doi.org/10.1609/aaai.v36i10.21385openalex-snapshot
Hierarchical Heterogeneous Graph Attention Network for Syntax-Aware Summarization
inferred← citeshttps://doi.org/10.18178/wcse.2022.04.174openalex-snapshot
Effective Example Extrapolation for Long-Tail Relation Extraction
inferred← citeshttps://doi.org/10.18178/wcse.2022.04.177openalex-snapshot
Medical Relation Extraction from Electronic Medical Records
inferred← citeshttps://doi.org/10.18653/v1/2020.aacl-main.75openalex-snapshot
More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction
inferred← citeshttps://doi.org/10.18653/v1/2020.coling-industry.17openalex-snapshot
An Industry Evaluation of Embedding-based Entity Alignment
inferred← citeshttps://doi.org/10.18653/v1/2020.coling-main.142openalex-snapshot
A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification
inferred← citeshttps://doi.org/10.18653/v1/2020.coling-main.145openalex-snapshot
Improving Long-Tail Relation Extraction with Collaborating Relation-Augmented Attention
inferred← citeshttps://doi.org/10.18653/v1/2020.coling-main.146openalex-snapshot
ToHRE: A Top-Down Classification Strategy with Hierarchical Bag Representation for Distantly Supervised Relation Extraction
inferred← citeshttps://doi.org/10.18653/v1/2020.coling-main.265openalex-snapshot
Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification
inferred← citeshttps://doi.org/10.18653/v1/2020.coling-main.563openalex-snapshot
Bridging Text and Knowledge with Multi-Prototype Embedding for Few-Shot Relational Triple Extraction
inferred← citeshttps://doi.org/10.18653/v1/2020.emnlp-demos.1openalex-snapshot
OpenUE: An Open Toolkit of Universal Extraction from Text
inferred← citeshttps://doi.org/10.18653/v1/2020.emnlp-main.303openalex-snapshot
Global-to-Local Neural Networks for Document-Level Relation Extraction
inferred← citeshttps://doi.org/10.18653/v1/2020.findings-emnlp.2openalex-snapshot
Summarizing Chinese Medical Answer with Graph Convolution Networks and Question-focused Dual Attention
inferred← citeshttps://doi.org/10.18653/v1/2021.acl-long.359openalex-snapshot
How Knowledge Graph and Attention Help? A Qualitative Analysis into Bag-level Relation Extraction
inferred← citeshttps://doi.org/10.18653/v1/2021.acl-long.484openalex-snapshot
SENT: Sentence-level Distant Relation Extraction via Negative Training
inferred← citeshttps://doi.org/10.18653/v1/2021.acl-short.124openalex-snapshot
Entity Concept-enhanced Few-shot Relation Extraction
inferred← citeshttps://doi.org/10.18653/v1/2021.emnlp-main.763openalex-snapshot
Uncovering Main Causalities for Long-tailed Information Extraction
inferred← citeshttps://doi.org/10.18653/v1/2021.findings-acl.112openalex-snapshot
Manual Evaluation Matters: Reviewing Test Protocols of Distantly Supervised Relation Extraction
inferred← citeshttps://doi.org/10.18653/v1/2021.findings-acl.171openalex-snapshot
Injecting Knowledge Base Information into End-to-End Joint Entity and Relation Extraction and Coreference Resolution
inferred← citeshttps://doi.org/10.18653/v1/2021.naacl-main.2openalex-snapshot
Distantly Supervised Relation Extraction with Sentence Reconstruction and Knowledge Base Priors
inferred← citeshttps://doi.org/10.18653/v1/2021.naacl-main.4openalex-snapshot
Abstract Meaning Representation Guided Graph Encoding and Decoding for Joint Information Extraction
inferred← citeshttps://doi.org/10.18653/v1/2021.naacl-main.452openalex-snapshot
Open Hierarchical Relation Extraction
inferred← citeshttps://doi.org/10.18653/v1/2021.semeval-1.108openalex-snapshot
ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning
inferred← citeshttps://doi.org/10.18653/v1/2021.semeval-1.176openalex-snapshot
CONNER: A Cascade Count and Measurement Extraction Tool for Scientific Discourse
inferred← citeshttps://doi.org/10.18653/v1/2022.emnlp-demos.10openalex-snapshot
DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base Population
inferred← citeshttps://doi.org/10.18653/v1/2022.emnlp-main.467openalex-snapshot
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation Extraction
inferred← citeshttps://doi.org/10.18653/v1/2022.findings-acl.23openalex-snapshot
Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion
inferred← citeshttps://doi.org/10.18653/v1/2022.findings-emnlp.149openalex-snapshot
Self-Distillation with Meta Learning for Knowledge Graph Completion
inferred← citeshttps://doi.org/10.18653/v1/2022.findings-emnlp.29openalex-snapshot
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study
inferred← citeshttps://doi.org/10.18653/v1/2022.findings-naacl.24openalex-snapshot
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision
inferred← citeshttps://doi.org/10.18653/v1/2022.naacl-main.171openalex-snapshot
SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction
inferred← citeshttps://doi.org/10.18653/v1/2023.acl-long.739openalex-snapshot
Continual Contrastive Finetuning Improves Low-Resource Relation Extraction
inferred← citeshttps://doi.org/10.18653/v1/2023.eacl-main.38openalex-snapshot
A Survey of Methods for Addressing Class Imbalance in Deep-Learning Based Natural Language Processing
inferred← citeshttps://doi.org/10.18653/v1/2023.eacl-main.97openalex-snapshot
Shorten the Long Tail for Rare Entity and Event Extraction
inferred← citeshttps://doi.org/10.18653/v1/d19-1396openalex-snapshot
Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network
inferred← citeshttps://doi.org/10.18653/v1/d19-1431openalex-snapshot
Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs
inferred← citeshttps://doi.org/10.21203/rs.3.rs-2021923/v1openalex-snapshot
Deep Learning Meets Knowledge Graphs: A Comprehensive Survey
inferred← citeshttps://doi.org/10.2478/jdis-2022-0009openalex-snapshot
Learning Context-based Embeddings for Knowledge Graph Completion
inferred← citeshttps://doi.org/10.24963/ijcai.2021/551openalex-snapshot
Document-level Relation Extraction as Semantic Segmentation
inferred← citeshttps://doi.org/10.31219/osf.io/8xm2gopenalex-snapshot
Knowledge Graph: A Survey
inferred← citeshttps://doi.org/10.3233/sw-210435openalex-snapshot
Explainable zero-shot learning via attentive graph convolutional network and knowledge graphs
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