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- Universal Information Extraction as Unified Semantic Matching PDF
- Schema-aware Reference as Prompt Improves Data-Efficient Relational Triple and Event Extraction PDF CODE
- 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
- 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
- Different Data, Different Modalities! Reinforced Data Splitting for Effective Multimodal Information Extraction from Social Media Posts
- 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
- 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
- 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
- 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
- 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
- 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
- Unified Named Entity Recognition as Word-Word Relation Classification PDF
- Exploring Self-distillation based Relational Reasoning Training for Document-level Relation Extraction
- 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
- 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
- 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
- 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
- KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction PDF CODE
- Dynamic Prefix-Tuning for Generative Template-based Event Extraction
- Legal Judgment Prediction via Event Extraction with Constraints
- 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
- 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
- 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
- [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