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Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction

https://doi.org/10.18653/v1/d18-1360
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What this work says

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

inferredcites →https://doi.org/10.1007/978-3-319-46349-0_21openalex-snapshot
Unsupervised Relation Extraction in Specialized Corpora Using Sequence Mining
inferredcites →https://doi.org/10.1145/1390156.1390177openalex-snapshot
A unified architecture for natural language processing
inferredcites →https://doi.org/10.1145/2467696.2467703openalex-snapshot
Extracting and matching authors and affiliations in scholarly documents
inferredcites →https://doi.org/10.1145/2505515.2505613openalex-snapshot
Concept-based analysis of scientific literature
inferredcites →https://doi.org/10.1145/2509558.2509559openalex-snapshot
Joint inference of entities, relations, and coreference
inferredcites →https://doi.org/10.1162/neco.1997.9.8.1735openalex-snapshot
Long Short-Term Memory
inferredcites →https://doi.org/10.1162/tacl_a_00049openalex-snapshot
Cross-Sentence N -ary Relation Extraction with Graph LSTMs
inferredcites →https://doi.org/10.1162/tacl_a_00127openalex-snapshot
Exploiting Parallel News Streams for Unsupervised Event Extraction
inferredcites →https://doi.org/10.1184/r1/6473315openalex-snapshot
Discovering Factions in the Computational Linguistics Community
inferredcites →https://doi.org/10.18653/v1/d17-1018openalex-snapshot
End-to-end Neural Coreference Resolution
inferredcites →https://doi.org/10.18653/v1/d17-1181openalex-snapshot
Global Normalization of Convolutional Neural Networks for Joint Entity and Relation Classification
inferredcites →https://doi.org/10.18653/v1/d17-1182openalex-snapshot
End-to-End Neural Relation Extraction with Global Optimization
inferredcites →https://doi.org/10.18653/v1/d17-1279openalex-snapshot
Scientific Information Extraction with Semi-supervised Neural Tagging
inferredcites →https://doi.org/10.18653/v1/e17-1110openalex-snapshot
Distant Supervision for Relation Extraction beyond the Sentence Boundary
inferredcites →https://doi.org/10.18653/v1/n16-1030openalex-snapshot
Neural Architectures for Named Entity Recognition
inferredcites →https://doi.org/10.18653/v1/n16-1114openalex-snapshot
Learning Global Features for Coreference Resolution
inferredcites →https://doi.org/10.18653/v1/n18-1202openalex-snapshot
Deep Contextualized Word Representations
inferredcites →https://doi.org/10.18653/v1/n18-2108openalex-snapshot
Higher-Order Coreference Resolution with Coarse-to-Fine Inference
inferredcites →https://doi.org/10.18653/v1/n18-3011openalex-snapshot
Construction of the Literature Graph in Semantic Scholar
inferredcites →https://doi.org/10.18653/v1/p16-1061openalex-snapshot
Improving Coreference Resolution by Learning Entity-Level Distributed Representations
inferredcites →https://doi.org/10.18653/v1/p16-1105openalex-snapshot
End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures
inferredcites →https://doi.org/10.18653/v1/p16-2020openalex-snapshot
Multiplicative Representations for Unsupervised Semantic Role Induction
inferredcites →https://doi.org/10.18653/v1/p17-1085openalex-snapshot
Going out on a limb: Joint Extraction of Entity Mentions and Relations without Dependency Trees
inferredcites →https://doi.org/10.18653/v1/p17-1113openalex-snapshot
Joint Extraction of Entities and Relations Based on a Novel Tagging Scheme
inferredcites →https://doi.org/10.18653/v1/p17-1161openalex-snapshot
Semi-supervised sequence tagging with bidirectional language models
inferredcites →https://doi.org/10.18653/v1/p17-1194openalex-snapshot
Semi-supervised Multitask Learning for Sequence Labeling
inferredcites →https://doi.org/10.18653/v1/p17-2054openalex-snapshot
Multi-Task Learning of Keyphrase Boundary Classification
inferredcites →https://doi.org/10.18653/v1/p18-2058openalex-snapshot
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling
inferredcites →https://doi.org/10.18653/v1/s17-2091openalex-snapshot
SemEval 2017 Task 10: ScienceIE - Extracting Keyphrases and Relations from Scientific Publications
inferredcites →https://doi.org/10.18653/v1/s17-2097openalex-snapshot
The AI2 system at SemEval-2017 Task 10 (ScienceIE): semi-supervised end-to-end entity and relation extraction
inferredcites →https://doi.org/10.18653/v1/s18-1111openalex-snapshot
SemEval-2018 Task 7: Semantic Relation Extraction and Classification in Scientific Papers
inferredcites →https://doi.org/10.18653/v1/s18-1125openalex-snapshot
The UWNLP system at SemEval-2018 Task 7: Neural Relation Extraction Model with Selectively Incorporated Concept Embeddings
inferredcites →https://doi.org/10.48550/arxiv.1512.05287openalex-snapshot
A Theoretically Grounded Application of Dropout in Recurrent Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1601.03651openalex-snapshot
Improved Relation Classification by Deep Recurrent Neural Networks with Data Augmentation
inferredcites →https://doi.org/10.48550/arxiv.1706.09528openalex-snapshot
Frame-Semantic Parsing with Softmax-Margin Segmental RNNs and a Syntactic Scaffold
inferredcites →https://doi.org/10.48550/arxiv.1708.03743openalex-snapshot
Cross-Sentence N-ary Relation Extraction with Graph LSTMs
inferredcites →https://doi.org/10.48550/arxiv.1710.07388openalex-snapshot
Multi-Task Learning for Speaker-Role Adaptation in Neural Conversation Models
inferredcites →https://doi.org/10.48550/arxiv.1805.02262openalex-snapshot
Construction of the Literature Graph in Semantic Scholar
inferredcites →https://doi.org/10.63317/2ktwfktn74kuopenalex-snapshot
Semantic Annotation of the ACL Anthology Corpus for the Automatic Analysis of Scientific Literature
inferredcites →https://doi.org/10.63317/4rrpox8kpsroopenalex-snapshot
The ACL RD-TEC 2.0: A Language Resource for Evaluating Term Extraction and Entity Recognition Methods

What points at this work

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

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The Knowledge Graph for Macroeconomic Analysis with Alternative Big Data
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Generating keyphrases for readers: A controllable keyphrase generation framework
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Targeting precision: A hybrid scientific relation extraction pipeline for improved scholarly knowledge organization
inferred← citeshttps://doi.org/10.1007/978-3-030-32327-1_2openalex-snapshot
Mining Scholarly Publications for Scientific Knowledge Graph Construction
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Domain-Independent Extraction of Scientific Concepts from Research Articles
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Investigating Software Usage in the Social Sciences: A Knowledge Graph Approach
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Requirements Analysis for an Open Research Knowledge Graph
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Open Information Extraction for Knowledge Graph Construction
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SciNER: A Novel Scientific Named Entity Recognizing Framework
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Towards Transforming Tabular Datasets into Knowledge Graphs
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AI-KG: An Automatically Generated Knowledge Graph of Artificial Intelligence
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Improving Scholarly Knowledge Representation: Evaluating BERT-Based Models for Scientific Relation Classification
inferred← citeshttps://doi.org/10.1007/978-3-030-72113-8_6openalex-snapshot
Coreference Resolution in Research Papers from Multiple Domains
inferred← citeshttps://doi.org/10.1007/978-3-030-73197-7_13openalex-snapshot
Multi-task Neural Shared Structure Search: A Study Based on Text Mining
inferred← citeshttps://doi.org/10.1007/978-3-030-84529-2_39openalex-snapshot
Span Representation Generation Method in Entity-Relation Joint Extraction
inferred← citeshttps://doi.org/10.1007/978-3-030-86324-1_4openalex-snapshot
An Empirical Study of Span Modeling in Science NER
inferred← citeshttps://doi.org/10.1007/978-3-030-89363-7_6openalex-snapshot
Deep Semantic Fusion Representation Based on Special Mechanism of Information Transmission for Joint Entity-Relation Extraction
inferred← citeshttps://doi.org/10.1007/978-3-030-91669-5_31openalex-snapshot
Pattern-Based Acquisition of Scientific Entities from Scholarly Article Titles
inferred← citeshttps://doi.org/10.1007/978-3-030-91669-5_35openalex-snapshot
Automated Mining of Leaderboards for Empirical AI Research
inferred← citeshttps://doi.org/10.1007/978-3-030-93733-1_23openalex-snapshot
Automated ESG Report Analysis by Joint Entity and Relation Extraction
inferred← citeshttps://doi.org/10.1007/978-3-031-05933-9_42openalex-snapshot
Separate then Constrain: A Hierarchical Network for End-to-End Triples Extraction
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Easy Semantification of Bioassays
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A System for Information Extraction from Scientific Texts in Russian
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The Digitalization of Bioassays in the Open Research Knowledge Graph
inferred← citeshttps://doi.org/10.1007/978-3-031-15428-7_22openalex-snapshot
Predictive Analytics Applications for Small and Medium-Sized Enterprises (SMEs)—A Mini Survey and Real-World Use Cases
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RDFtex: Knowledge Exchange Between LaTeX-Based Research Publications and Scientific Knowledge Graphs
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Dual Interactive Attention Network for Joint Entity and Relation Extraction
inferred← citeshttps://doi.org/10.1007/978-3-031-18315-7_11openalex-snapshot
A Multi-Gate Encoder for Joint Entity and Relation Extraction
inferred← citeshttps://doi.org/10.1007/978-3-031-19433-7_37openalex-snapshot
REBench: Microbenchmarking Framework for Relation Extraction Systems
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CS-KG: A Large-Scale Knowledge Graph of Research Entities and Claims in Computer Science
inferred← citeshttps://doi.org/10.1007/978-3-031-21756-2_3openalex-snapshot
Computer Science Named Entity Recognition in the Open Research Knowledge Graph
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Extracting Information about Research Resources from Scholarly Papers
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A Named Entity Recognition Model for Manufacturing Process Based on the BERT Language Model Scheme
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M2R: From Mathematical Models to Resource Description Framework
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SMDKGG: A Socially Aware Metadata Driven Knowledge Graph Generation for Disaster Tweets
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Effective Information Retrieval, Question Answering and Abstractive Summarization on Large-Scale Biomedical Document Corpora
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Multi-relation Identification for Few-Shot Document-Level Relation Extraction
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A Joint Entity and Relation Extraction Approach Using Dilated Convolution and Context Fusion
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Coarse-to-Fine Entity Representations for Document-Level Relation Extraction
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FGCS: A Fine-Grained Scientific Information Extraction Dataset in Computer Science Domain
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Text2KGBench: A Benchmark for Ontology-Driven Knowledge Graph Generation from Text
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HyperPIE: Hyperparameter Information Extraction from Scientific Publications
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Data Augmentation on Problem and Method Sentence Classification Task in Scientific Paper: A Mechanism Analysis Study
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The Effect of Knowledge Graph Schema on Classifying Future Research Suggestions
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InstructIE: A Bilingual Instruction-based Information Extraction Dataset
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Automated Detection of Human Values in Texts: ML Challenges and Performance Benchmarks
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SymQA: Enhanced Knowledge Graph Question Answering with Symbolic Program Generation and Execution
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Theoretical Roadmap for Building an Intelligent Geomorphological Knowledge Base Using Large Language Models: Upper of Oum Errabia Basin in the Middle Atlas Mountains of Morocco
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FAST-RE: Feature-Augmented Scientific Text Relation Extraction with Logic-Aware Representation Injection
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The Survey of Joint Entity and Relation Extraction
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From Implicit Heuristics to Explicit Optimization: A Unified Framework for In-Context Relation Extraction
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Extract, Align, Reflect: An LLM-Based Framework for Knowledge Graph Construction
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GRET: Graph-Refined Joint Triple Extraction for Overlapping Triples
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AIDataSet: Knowledge Graph Construction for AI Applications
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Joint Extraction Method of Entity Relationships Based on Multi-Level Annotation Framework
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HGAERE: A Hypergraph Attention-Based Pipeline Model for Joint Entity-Relation Extraction
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Dataset Similarity Estimation Using LLM-Based Metadata Embeddings
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InfraKG: Extracting and Structuring Infrastructure Entities from Scientific Articles
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Few-Shot Document-Level Relation Extraction Based on Chain-of-Thought with Discriminative Multi-View Prototype Tuning
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Automatic Creation of Multilingual Knowledge Graph with Large Language Models
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Generalized Knowledge-Enhanced Framework for Biomedical Entity and Relation Extraction
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CSFJRE: Convolutional Shared Feature Network for Joint Entity and Relation Extraction
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Open-Source Large Language Models Excel in Named Entity Recognition
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LEAF: A Less Expert Annotation Framework with Active Learning
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ORKG-Leaderboards: a systematic workflow for mining leaderboards as a knowledge graph
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RDFtex in-depth: knowledge exchange between LATEX-based research publications and Scientific Knowledge Graphs
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SciND: a new triplet-based dataset for scientific novelty detection via knowledge graphs
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ESDC: An open Earth science data corpus to support geoscientific literature information extraction
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Entity and Relationship Extraction with High-quality Spans and Enhanced Marker Strategies
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Scholarly knowledge graphs through structuring scholarly communication: a review
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Efficient relation extraction via quantum reinforcement learning
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Named entity recognition for chinese scientific literature based on adversarial training and dual-masked global pointer
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Enhancing large language models for scientific entity recognition via fully automated self-distillation
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Research Process Knowledge Graph Extraction from Publications
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Named Entity Recognition Datasets: A Classification Framework
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MR-UIE: multi-perspective reasoning with reinforcement learning for universal information extraction
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Enhancing named entity recognition in low-resource scenarios using diffusion variational autoencoder and knowledge graphs
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Assistant agent for smart classroom application: Past, present and future direction
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Incorporating bidirectional interactive information and regional features for relational facts extraction
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Automatic knowledge graph population with model-complete text comprehension for pre-clinical outcomes in the field of spinal cord injury
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The fusion of fuzzy theories and natural language processing: A state-of-the-art survey
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A joint entity and relation extraction framework for handling negative samples problems in named entity recognition
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SMJE: Synthetic data-enhanced multi-head attention joint relation triplet extraction model for biomedical knowledge graph construction
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Machine learning and ontology-based novel semantic document indexing for information retrieval
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Large language model-assisted knowledge graph construction for catalytic systems: Challenges and practical insights
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Enhancing interaction representation for joint entity and relation extraction
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MatScIE: An automated tool for the generation of databases of methods and parameters used in the computational materials science literature
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MatSciRE: Leveraging pointer networks to automate entity and relation extraction for material science knowledge-base construction
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Knowledge representation in digital agriculture: A step towards standardised model
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Alzheimer's disease knowledge graph enhances knowledge discovery and disease prediction
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A novel joint extraction model based on cross-attention mechanism and global pointer using context shield window
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Adaptive feature extraction for entity relation extraction
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Entity and relationship extraction based on span contribution evaluation and focusing framework
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Enhancing entity and relation extraction with dynamic hard negative augmentation framework
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A neural Entity Coreference Resolution review
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Extraction and evaluation of formulaic expressions used in scholarly papers
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Open-world link prediction via type-constraint embedding and hybrid attention for knowledge reuse of AI chip design
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A distributed joint extraction framework for sedimentological entities and relations with federated learning
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Automatic information extraction in the AI chip domain using gated interactive attention and probability matrix encoding method
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A novel pipelined end-to-end relation extraction framework with entity mentions and contextual semantic representation
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SH-ETRs:Learning Soft-Hard rules with entity type constraints for document-level relation extraction
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Generating knowledge graphs by employing Natural Language Processing and Machine Learning techniques within the scholarly domain
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A homogeneous multimodality sentence representation for relation extraction
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Learning with joint cross-document information via multi-task learning for named entity recognition
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Joint extraction of entities and relations via an entity correlated attention neural model
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Boundaries and edges rethinking: An end-to-end neural model for overlapping entity relation extraction
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A deep neural network model for speakers coreference resolution in legal texts
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DWIE: An entity-centric dataset for multi-task document-level information extraction
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Improving On-line Scientific Resource Profiling by Exploiting Resource Citation Information in the Literature
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An adaptive approach to noisy annotations in scientific information extraction
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Automatically learning linguistic structures for entity relation extraction
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Annotating social determinants of health using active learning, and characterizing determinants using neural event extraction
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Extracting COVID-19 diagnoses and symptoms from clinical text: A new annotated corpus and neural event extraction framework
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Content-based quality evaluation of scientific papers using coarse feature and knowledge entity network
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Constructing public health evidence knowledge graph for decision-making support from COVID-19 literature of modelling study
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A region-based hypergraph network for joint entity-relation extraction
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Boundary assembling method for joint entity and relation extraction
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SCICERO: A deep learning and NLP approach for generating scientific knowledge graphs in the computer science domain
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A Span-based Multi-Modal Attention Network for joint entity-relation extraction
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GFN: A novel joint entity and relation extraction model with redundancy and denoising strategies
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Multi-LoRA continual learning based instruction tuning framework for universal information extraction
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A domain-specific knowledge graph for reasoning over AI security threats and defenses
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MOIE-KG: A multi-agent framework for ontology-guided open information extraction and knowledge graph construction
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A large language model-based approach to building the knowledge graph for master plan: A case study in Guangzhou, China
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A survey of data augmentation in named entity recognition
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A survey on neural-symbolic learning systems
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Exploiting instance-label dynamics through reciprocal anchored contrastive learning for few-shot relation extraction
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SciMDIX: A dataset for aspect extraction from multi-domain scientific documents in Kazakh and Russian
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The construction of environmental-policy-enterprise knowledge graph based on PTA model and PSA model
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Quantifying the knowledge proximity between academic and industry research: An entity and semantic perspective
inferred← citeshttps://doi.org/10.1016/j.techsoc.2024.102720openalex-snapshot
How does AI perform in industry chain? A patent claims analysis approach
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Relational arcs as narrative structure: Dynamics, distribution and diachronic change in fiction
inferred← citeshttps://doi.org/10.1017/s1471068423000297openalex-snapshot
ASPER: Answer Set Programming Enhanced Neural Network Models for Joint Entity-Relation Extraction
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RxnScribe: A Sequence Generation Model for Reaction Diagram Parsing
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An Automated Approach for Domain-Specific Knowledge Graph Generation─Graph Measures and Characterization
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SPIRIT-CONSORT-TM: a corpus for assessing transparency of clinical trial protocol and results publications
inferred← citeshttps://doi.org/10.1038/s41597-025-05200-8openalex-snapshot
CS-KG 2.0: A Large-scale Knowledge Graph of Computer Science
inferred← citeshttps://doi.org/10.1038/s41598-025-04036-xopenalex-snapshot
A diffusion enhanced CRF and BiLSTM framework for accurate entity recognition
inferred← citeshttps://doi.org/10.1038/s42256-025-01014-wopenalex-snapshot
A comprehensive large-scale biomedical knowledge graph for AI-powered data-driven biomedical research
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Domain‐adaptation‐based named entity recognition with information enrichment for equipment fault knowledge graph
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Generative adversarial network model-based knowledge recommendation with knowledge graph in product design
inferred← citeshttps://doi.org/10.1088/1742-6596/2506/1/012007openalex-snapshot
SNER-CS: Self-training Named Entity Recognition in Computer Science
inferred← citeshttps://doi.org/10.1093/insilicoplants/diad021openalex-snapshot
Plant Science Knowledge Graph Corpus: a gold standard entity and relation corpus for the molecular plant sciences
inferred← citeshttps://doi.org/10.1101/2020.04.30.071407openalex-snapshot
A Framework for Automated Construction of Heterogeneous Large-Scale Biomedical Knowledge Graphs
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SPIRIT-CONSORT-TM: a corpus for assessing transparency of clinical trial protocol and results publications
inferred← citeshttps://doi.org/10.1108/ajim-03-2022-0129openalex-snapshot
Extracting entity relations for “problem-solving” knowledge graph of scientific domains using word analogy
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Reinforcement Learning for Distantly Supervised Relation Extraction
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Application of Entity Relation Extraction Method Under CRF and Syntax Analysis Tree in the Construction of Military Equipment Knowledge Graph
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A Review of the Trends and Challenges in Adopting Natural Language Processing Methods for Education Feedback Analysis
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SciDeBERTa: Learning DeBERTa for Science Technology Documents and Fine-Tuning Information Extraction Tasks
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Research on Joint Extraction Method of Entity and Relation Triples Based on Hierarchical Cascade Labeling
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TransH-RA: A Learning Model of Knowledge Representation by Hyperplane Projection and Relational Attributes
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MediBioDeBERTa: Biomedical Language Model With Continuous Learning and Intermediate Fine-Tuning
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Abstractive Summarization Model for Summarizing Scientific Article
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A Decoupling and Aggregating Framework for Joint Extraction of Entities and Relations
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