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Information-Extraction-Papers

信息抽取相关顶会论文。

信息抽取

AAAI 2023

  • Universal Information Extraction as Unified Semantic Matching PDF

SIGIR 2023

  • Schema-aware Reference as Prompt Improves Data-Efficient Relational Triple and Event Extraction PDF CODE

ACL 2022

  • Text-to-Table: A New Way of Information Extraction PDF CODE
  • Unified Structure Generation for Universal Information Extraction PDF CODE
  • FormNet: Structural Encoding beyond Sequential Modeling in Form Document Information Extraction PDF
  • Automatic Error Analysis for Document-level Information Extraction PDF CODE
  • BenchIE: A Framework for Multi-Faceted Fact-Based Open Information Extraction Evaluation PDF CODE
  • OIE@OIA: an Adaptable and Efficient Open Information Extraction Framework PDF
  • MILIE: Modular & Iterative Multilingual Open Information Extraction PDF

EMNLP 2022

  • HumSet: Dataset of Multilingual Information Extraction and Classification for Humanitarian Crises Response
  • Unsupervised Domain Adaptation for Joint Information Extraction
  • Syntactically Robust Training on Partially-Observed Data for Open Information Extraction
  • Syntactic Multi-view Learning for Open Information Extraction PDF CODE
  • A Speaker-Aware Co-Attention Framework for Medical Dialogue Information Extraction
  • Syntactically Rich Discriminative Training: An Effective Method for Open Information Extraction
  • IELM: An Open Information Extraction Benchmark for Pre-Trained Language Models
  • Towards Generalized Open Information Extraction

COLING 2022

  • Different Data, Different Modalities! Reinforced Data Splitting for Effective Multimodal Information Extraction from Social Media Posts

NAACL 2022

  • GenIE: Generative Information Extraction PDF CODE
  • CompactIE: Compact Facts in Open Information Extraction PDF CODE
  • GMN: Generative Multi-modal Network for Practical Document Information Extraction PDF
  • Joint Extraction of Entities, Relations, and Events via Modeling Inter-Instance and Inter-Label Dependencies PDF

命名实体识别

AAAI 2023

  • ProKD: An Unsupervised Prototypical Knowledge Distillation Network for Zero-Resource Cross-Lingual Named Entity Recognition PDF
  • Distantly-Supervised Named Entity Recognition with Adaptive Teacher Learning and Fine-grained Student Ensemble PDF CODE
  • Nested Named Entity Recognition as Building Local Hypergraphs
  • A Neural Span-Based Continual Named Entity Recognition Model
  • AUC Maximization for Low-Resource Named Entity Recognition PDF
  • MNER-QG: An End-to-End MRC Framework for Multimodal Named Entity Recognition with Query Grounding PDF

ACL 2022

  • KinyaBERT: a Morphology-aware Kinyarwanda Language Model PDF CODE
  • Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks PDF CODE
  • Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity Recognition PDF CODE
  • Decomposed Meta-Learning for Few-Shot Named Entity Recognition PDF CODE
  • Thai Nested Named Entity Recognition Corpus PDF CODE
  • An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition PDF
  • Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled Learning PDF
  • Boundary Smoothing for Named Entity Recognition PDF CODE
  • CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning PDF CODE
  • Few-Shot Class-Incremental Learning for Named Entity Recognition PDF
  • Few-shot Named Entity Recognition with Self-describing Networks PDF
  • FiNER: Financial Numeric Entity Recognition for XBRL Tagging PDF CODE
  • MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER PDF CODE
  • MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic PDF CODE
  • Nested Named Entity Recognition as Latent Lexicalized Constituency Parsing PDF CODE
  • Nested Named Entity Recognition with Span-level Graphs PDF
  • Parallel Instance Query Network for Named Entity Recognition PDF CODE
  • Extract-Select: A Span Selection Framework for Nested Named Entity Recognition with Generative Adversarial Training PDF
  • Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples PDF
  • Cross-domain Named Entity Recognition via Graph Matching PDF
  • Extracting Person Names from User Generated Text: Named-Entity Recognition for Combating Human Trafficking PDF CODE
  • Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition PDF CODE
  • Label Semantics for Few Shot Named Entity Recognition PDF
  • Towards Few-shot Entity Recognition in Document Images: A Label-aware Sequence-to-Sequence Framework PDF CODE

EMNLP 2022

  • Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity Recognition
  • DualNER: A Dual-Teaching framework for Zero-shot Cross-lingual Named Entity Recognition
  • Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity Recognition
  • Entity-level Interaction via Heterogeneous Graph for Multimodal Named Entity Recognition
  • Style Transfer as Data Augmentation: A Case Study on Named Entity Recognition
  • SetGNER: General Named Entity Recognition as Entity Set Generation
  • SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition
  • Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition
  • MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity Recognition
  • Wider & Closer: Mixture of Short-channel Distillers for Zero-shot Cross-lingual Named Entity Recognition
  • Simple Questions Generate Named Entity Recognition Datasets
  • A Span-based Multimodal Variational Autoencoder for Semi-supervised Multimodal Named Entity Recognition
  • Attention and Edge-Label Guided Graph Convolutional Networks for Named Entity Recognition
  • ConNER: Consistency Training for Cross-lingual Named Entity Recognition
  • SLICER: Sliced Fine-Tuning for Low-Resource Cross-Lingual Transfer for Named Entity Recognition
  • CROP: Zero-shot Cross-lingual Named Entity Recognition with Multilingual Labeled Sequence Translation
  • TransAdv: A Translation-based Adversarial Learning Framework for Zero-Resource Cross-Lingual Named Entity Recognition

NAACL 2022

  • Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting PDF CODE
  • ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition PDF CODE
  • Label Refinement via Contrastive Learning for Distantly-Supervised Named Entity Recognition PDF CODE
  • Dynamic Gazetteer Integration in Multilingual Models for Cross-Lingual and Cross-Domain Named Entity Recognition PDF
  • Sentence-Level Resampling for Named Entity Recognition PDF CODE
  • On the Use of External Data for Spoken Named Entity Recognition PDF CODE
  • Hero-Gang Neural Model For Named Entity Recognition PDF CODE
  • Delving Deep into Regularity: A Simple but Effective Method for Chinese Named Entity Recognition PDF
  • MultiNER: A Multilingual, Multi-Genre and Fine-Grained Dataset for Named Entity Recognition PDF CODE

COLING 2022

  • LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting PDF CODE
  • COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition PDF
  • PCBERT: Parent and Child BERT for Chinese Few-shot NER PDF
  • Adaptive Threshold Selective Self-Attention for Chinese NER PDF
  • Read Extensively, Focus Smartly: A Cross-document Semantic Enhancement Method for Visual Documents NER
  • Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed Prototypes
  • Two Languages Are Better Than One: Bilingual Enhancement For Chinese Named Entity Recognition PDF
  • Flat Multi-modal Interaction Transformer for Named Entity Recognition
  • Nested Named Entity Recognition as Corpus Aware Holistic Structure Parsing
  • Tafsir Dataset: A Novel Multi-Task Benchmark for Named Entity Recognition and Topic Modeling in Classical Arabic Literature
  • Simple yet Powerful: An Overlooked Architecture for Nested Named Entity Recognition
  • Natural Annotation and Curriculum Learning to Named Entity Recognition for Under-Resourced Languages
  • AnonymousDataset: A Large-scale Multilingual dataset for Complex Named Entity Recognition
  • SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition
  • FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition
  • A Data-driven Approach to Named Entity Recognition for Early Modern French

AAAI 2022

  • Unified Named Entity Recognition as Word-Word Relation Classification PDF

LREC 2022

  • What do we really know about State of the Art NER? PDF CODE

其它

  • An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition PDF CODE

关系抽取

AAAI 2023

  • Exploring Self-distillation based Relational Reasoning Training for Document-level Relation Extraction

ACL 2022

  • Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation PDF CODE
  • RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction PDF CODE
  • Packed Levitated Marker for Entity and Relation Extraction PDF [CODE](https://github.com/ thunlp/PL-Marker)
  • DiS-ReX: A Multilingual Dataset for Distantly Supervised Relation Extraction PDF
  • Consistent Representation Learning for Continual Relation Extraction PDF
  • Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction PDF
  • Pre-training to Match for Unified Low-shot Relation Extraction PDF
  • HiCLRE: A Hierarchical Contrastive Learning Framework for Distantly Supervised Relation Extraction PDF
  • PARE: A Simple and Strong Baseline for Monolingual and Multilingual Distantly Supervised Relation Extraction PDF
  • Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion PDF
  • Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation PDF
  • A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction PDF
  • Encoding and Fusing Semantic Connection and Linguistic Evidence for Implicit Discourse Relation Recognition PDF
  • Improving Relation Extraction through Syntax-induced Pre-training with Dependency Masking PDF

EMNLP 2022

  • DORE: Document Ordered Relation Extraction based on Generative Framework
  • CrossRE: A Cross-Domain Dataset for Relation Extraction
  • Multilingual SubEvent Relation Extraction: A Novel Dataset and Structure Induction Method
  • Named Entity and Relation Extraction with Multi-Modal Retrieval
  • Explore Unsupervised Structures in Pretrained Models for Relation Extraction
  • Summarization as Indirect Supervision for Relation Extraction
  • Graph-based Model Generation for Few-Shot Relation Extraction
  • ReSel: N-ary Relation Extraction from Scientific Text and Tables by Learning to Retrieve and Select
  • MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation Extraction
  • Fine-grained Contrastive Learning for Relation Extraction
  • Rescue Implicit and Long-tail Cases: Nearest Neighbor Relation Extraction
  • A Unified Positive-Unlabeled Learning Framework for Document-Level Relation Extraction with Different Levels of Labeling
  • Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation
  • Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation Extraction
  • Better Few-Shot Relation Extraction with Label Prompt Dropout
  • MatchPrompt: Prompt-based Open Relation Extraction with Semantic Consistency Guided Clustering
  • Towards Better Document-level Relation Extraction via Iterative Inference
  • Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study
  • Not Just Plain Text! Fuel Document-Level Relation Extraction with Explicit Syntax Refinement and Subsentence Modeling

COLING 2022

  • Finding Influential Instances for Distantly Supervised Relation Extraction
  • DCT-Centered Temporal Relation Extraction
  • STAD: Self-Training with Ambiguous Data for Low-Resource Relation Extraction
  • Improving Continual Relation Extraction through Prototypical Contrastive Learning
  • Supporting Medical Relation Extraction via Causality-Pruned Semantic Dependency Forest
  • A Hybrid Model of Classification and Generation for Spatial Relation Extraction
  • Document-level Biomedical Relation Extraction Based on Multi-Dimensional Fusion Information and Multi-Granularity Logical Reasoning
  • A Relation Extraction Dataset for Knowledge Extraction from Web Tables
  • MedDistant19: Towards an Accurate Benchmark for Broad-Coverage Biomedical Relation Extraction
  • RSGT: Relational Structure Guided Temporal Relation Extraction
  • DRK: Discriminative Rule-based Knowledge for Relieving Prediction Confusions in Few-shot Relation Extraction
  • Key Mention Pairs Guided Document-Level Relation Extraction
  • CETA: A Consensus Enhanced Training Approach for Denoising in Distantly Supervised Relation Extraction
  • Document-Level Relation Extraction via Pair-Aware and Entity-Enhanced Representation Learning

NAACL 2022

  • HiURE: Hierarchical Exemplar Contrastive Learning for Unsupervised Relation Extraction PDF CODE
  • Few-Shot Document-Level Relation Extraction PDF CODE
  • Modeling Multi-Granularity Hierarchical Features for Relation Extraction PDF CODE
  • Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis PDF CODE
  • Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction PDF CODE
  • Generic and Trend-aware Curriculum Learning for Relation Extraction PDF
  • Document-Level Relation Extraction with Sentences Importance Estimation and Focusing PDF
  • SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction PDF
  • Modeling Explicit Task Interactions in Document-Level Joint Entity and Relation Extraction PDF
  • Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction PDF
  • EmRel: Joint Representation of Entities and Embedded Relations for Multi-triple Extraction PDF
  • A Dataset for N-ary Relation Extraction of Drug Combinations PDF
  • RCL: Relation Contrastive Learning for Zero-Shot Relation Extraction PDF
  • Learning Discriminative Representations for Open Relation Extraction with Instance Ranking and Label Calibration PDF
  • Learn from Relation Information: Towards Prototype Representation Rectification for Few-Shot Relation Extraction PDF
  • GraphCache: Message Passing as Caching for Sentence-Level Relation Extraction PDF
  • Dependency Position Encoding for Relation Extraction PDF
  • Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision PDF
  • Extracting Temporal Event Relation with Syntax-guided Graph Transformer PDF

www 2022

  • KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction PDF CODE

事件抽取

ACL 2022

  • Dynamic Prefix-Tuning for Generative Template-based Event Extraction
  • Legal Judgment Prediction via Event Extraction with Constraints

EMNLP 2022

  • Efficient Zero-shot Event Extraction with Context-Definition Alignment
  • PHEE: A Dataset for Pharmacovigilance Event Extraction from Text
  • Title2Event: Benchmarking Open Event Extraction with a Large-scale Chinese Title Dataset
  • MEE: A Novel Multilingual Event Extraction Dataset
  • Mask-then-Fill: A Flexible and Effective Data Augmentation Framework for Event Extraction
  • Open-Vocabulary Argument Role Prediction For Event Extraction
  • Efficient Zero-shot Event Extraction with Context-Definition Alignment
  • PHEE: A Dataset for Pharmacovigilance Event Extraction from Text
  • Title2Event: Benchmarking Open Event Extraction with a Large-scale Chinese Title Dataset

COLING 2022

  • OneEE: A One-Stage Framework for Fast Overlapping and Nested Event Extraction
  • CLIO: Role-interactive Multi-event Head Attention Network for Document-level Event Extraction

NAACL 2022

  • RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event Extraction
  • DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event Extraction
  • DEGREE: A Data-Efficient Generation-Based Event Extraction Model

中文NER

  • [ACL2021] MECT: Multi-Metadata Embedding based Cross-Transformer for Chinese Named Entity Recognition PDF CODE
  • FGN: Fusion glyph network for Chinese named entity recognition PDF CODE
  • fastHan: A BERT-based Multi-Task Toolkit for Chinese NLP PDF CODE
  • CPT: A Pre-Trained Unbalanced Transformer for Both Chinese Language Understanding and Generation PDF CODE
  • A BERT-BiGRU-CRF Model for Entity Recognition of Chinese Electronic Medical Records PDF
  • Named Entity Recognition of Traditional Chinese Medicine Patents Based on BiLSTM-CRF PDF

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