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What metrics were used to measure the R-BERT model in the Enriching Pre-trained Language Model with Entity Information for Relation Classification paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the C-GCN + PA-LSTM model in the Graph Convolution over Pruned Dependency Trees Improves Relation Extraction paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the C-AGGCN model in the Attention Guided Graph Convolutional Networks for Relation Extraction paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the ERNIE model in the ERNIE: Enhanced Language Representation with Informative Entities paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the BERT-LSTM-base model in the Simple BERT Models for Relation Extraction and Semantic Role Labeling paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the SA-LSTM+D model in the Beyond Word Attention: Using Segment Attention in Neural Relation Extraction paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the TRE model in the Improving Relation Extraction by Pre-trained Language Representations paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the Alt et al. (2019) model in the Improving Relation Extraction by Pre-trained Language Representations paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the GCN + PA-LSTM model in the Graph Convolution over Pruned Dependency Trees Improves Relation Extraction paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the C-SGC model in the Simplifying Graph Convolutional Networks paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the C-GCN model in the Graph Convolution over Pruned Dependency Trees Improves Relation Extraction paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the PA-LSTM model in the Position-aware Attention and Supervised Data Improve Slot Filling paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the AGGCN model in the Attention Guided Graph Convolutional Networks for Relation Extraction paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the GCN model in the Graph Convolution over Pruned Dependency Trees Improves Relation Extraction paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the LLM-QA4R (Zero-shot) model in the Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the LUKE model in the LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention paper on the TACRED dataset?
F1, F1 (10% Few-Shot), F1 (5% Few-Shot), F1 (1% Few-Shot), F1 (Zero-Shot)
What metrics were used to measure the RELA model in the Sequence Generation with Label Augmentation for Relation Extraction paper on the sciERC-sent dataset?
F1
What metrics were used to measure the Stacked_LinkedBERT model in the Exploiting Unary Relations with Stacked Learning for Relation Extraction paper on the LPSC-contains dataset?
F1 (micro)
What metrics were used to measure the DREEAM model in the DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the KD-Rb-l model in the Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SSAN-RoBERTa-large+Adaptation model in the Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SAIS-RoBERTa-large model in the SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the Eider-RoBERTa-large model in the Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the DocuNet-RoBERTa-large model in the Document-level Relation Extraction as Semantic Segmentation paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the CGM2IR-RoBERTalarge model in the Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SETE-Roberta-large model in the Document-Level Relation Extraction with Structure Enhanced Transformer Encoder paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the ATLOP-RoBERTa-large model in the Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the DRE-MIR-BERTbase model in the A Masked Image Reconstruction Network for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SAIS-BERT-base model in the SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the GAIN-BERT-large model in the Double Graph Based Reasoning for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the Dense-CCNet-BERTbase model in the A Densely Connected Criss-Cross Attention Network for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the E2GRE-RoBERTa-large model in the Entity and Evidence Guided Relation Extraction for DocRED paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the Eider-BERT-base model in the Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SagDRE model in the SagDRE: Sequence-Aware Graph-Based Document-Level Relation Extraction with Adaptive Margin Loss paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the GAIN+SIEF model in the Document-Level Relation Extraction with Sentences Importance Estimation and Focusing paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the CGM2IR-BERTbase model in the Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SIRE-BERT-base model in the SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the MRN+BERT model in the MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the ATLOP + LogiRE model in the Learning Logic Rules for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SSAN-RoBERTa-large model in the Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the ATLOP + KIRE model in the Enhancing Document-level Relation Extraction by Entity Knowledge Injection paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the DRN-BERT-base model in the Discriminative Reasoning for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the ERACL model in the Improving Long Tailed Document-Level Relation Extraction via Easy Relation Augmentation and Contrastive Learning paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the ATLOP-BERT-base model in the Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the GAIN-BERT model in the Double Graph Based Reasoning for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the CorefDRE- BERT model in the CorefDRE: Document-level Relation Extraction with coreference resolution paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the GAIN + LogiRE model in the Learning Logic Rules for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the JEREX-BERT-base model in the An End-to-end Model for Entity-level Relation Extraction using Multi-instance Learning paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the CorefRoBERTa-large model in the Coreferential Reasoning Learning for Language Representation paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the MIUK model in the Multi-view Inference for Relation Extraction with Uncertain Knowledge paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SSAN-RoBERTa-base model in the Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the CFER-BERT-base model in the Coarse-to-Fine Entity Representations for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the HeterGSAN+Reconstruction+BERT-base model in the Document-Level Relation Extraction with Reconstruction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the FineCL model in the Fine-grained Contrastive Learning for Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SSAN+RSMAN model in the Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the LSR+BERT-base model in the Reasoning with Latent Structure Refinement for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the GLRE-XLNet-Large model in the Global-to-Local Neural Networks for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the CorefBERT-large model in the Coreferential Reasoning Learning for Language Representation paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the E2GRE-BERT-base model in the Entity and Evidence Guided Relation Extraction for DocRED paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the EncAttAgg model in the Improving Document-level Relation Extraction via Contextualizing Mention Representations and Weighting Mention Pairs paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the MRN model in the MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SSAN-BERT-base model in the Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the DUAL+BERT-base model in the Dual Supervision Framework for Relation Extraction with Distant Supervision and Human Annotation paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the CorefBERT-base model in the Coreferential Reasoning Learning for Language Representation paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the DRN-GloVe model in the Discriminative Reasoning for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the Paths+BiLSTM-GloVe model in the Three Sentences Are All You Need: Local Path Enhanced Document Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the SIRE-GloVe model in the SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the CFER-GloVe model in the Coarse-to-Fine Entity Representations for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the HIN-BERT-base model in the HIN: Hierarchical Inference Network for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the HeterGSAN+Reconstruction model in the Document-Level Relation Extraction with Reconstruction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the GAIN-GloVe model in the Double Graph Based Reasoning for Document-level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the LSR+GloVe model in the Reasoning with Latent Structure Refinement for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the Two-Step+BERT-base model in the Fine-tune Bert for DocRED with Two-step Process paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the HIN-GloVe model in the HIN: Hierarchical Inference Network for Document-Level Relation Extraction paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the BERT-base model in the Fine-tune Bert for DocRED with Two-step Process paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the GREG model in the GREG: A Global Level Relation Extraction with Knowledge Graph Embedding paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the BiLSTM model in the DocRED: A Large-Scale Document-Level Relation Extraction Dataset paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the DocRED-Context-Aware model in the DocRED: A Large-Scale Document-Level Relation Extraction Dataset paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the BiLSTM model in the DocRED: A Large-Scale Document-Level Relation Extraction Dataset paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the DocRED-CNN model in the DocRED: A Large-Scale Document-Level Relation Extraction Dataset paper on the DocRED dataset?
F1, Ign F1
What metrics were used to measure the PubMedBERT model in the BioRED: A Rich Biomedical Relation Extraction Dataset paper on the BioRED dataset?
F1
What metrics were used to measure the BERT-GT model in the BERT-GT: Cross-sentence n-ary relation extraction with BERT and Graph Transformer paper on the BioRED dataset?
F1
What metrics were used to measure the iDepNN model in the Neural Relation Extraction Within and Across Sentence Boundaries paper on the MUC6 dataset?
Average F1
What metrics were used to measure the aimped model in the paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the PFN (ALBERT XXL, average aggregation) model in the An Information Extraction Study: Take In Mind the Tokenization! paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the Deeper model in the Deeper Task-Specificity Improves Joint Entity and Relation Extraction paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the PFN (ALBERT XXL, no aggregation) model in the A Partition Filter Network for Joint Entity and Relation Extraction paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the SpERT.PL (without overlap and BioBERT) model in the Joint Entity and Relation Extraction from Scientific Documents: Role of Linguistic Information and Entity Types paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the REBEL (including overlapping entities) model in the REBEL: Relation Extraction By End-to-end Language generation paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the SpERT.PL (with overlap and BioBERT) model in the Joint Entity and Relation Extraction from Scientific Documents: Role of Linguistic Information and Entity Types paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the CMAN model in the Modeling Dense Cross-Modal Interactions for Joint Entity-Relation Extraction paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the Table-Sequence model in the Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the CLDR + CLNER model in the Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the SpERT (without overlap) model in the Span-based Joint Entity and Relation Extraction with Transformer Pre-training paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the SpERT (with overlap) model in the Span-based Joint Entity and Relation Extraction with Transformer Pre-training paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the Relation-Metric model in the Neural Metric Learning for Fast End-to-End Relation Extraction paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the multi-head + AT model in the Adversarial training for multi-context joint entity and relation extraction paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the multi-head model in the Joint entity recognition and relation extraction as a multi-head selection problem paper on the Adverse Drug Events (ADE) Corpus dataset?
RE+ Macro F1, RE Macro F1, NER Macro F1
What metrics were used to measure the UniRel model in the UniRel: Unified Representation and Interaction for Joint Relational Triple Extraction paper on the WebNLG dataset?
F1, NER Micro F1
What metrics were used to measure the PFN model in the A Partition Filter Network for Joint Entity and Relation Extraction paper on the WebNLG dataset?
F1, NER Micro F1