| Multilingual Relation Classification via Efficient and Effective Prompting | Oct 25, 2022 | ClassificationRelation | CodeCode Available | 1 |
| Better Few-Shot Relation Extraction with Label Prompt Dropout | Oct 25, 2022 | Few-Shot LearningRelation | CodeCode Available | 1 |
| Generative Prompt Tuning for Relation Classification | Oct 22, 2022 | ClassificationLanguage Modeling | CodeCode Available | 1 |
| Towards Sustainable Self-supervised Learning | Oct 20, 2022 | Object DetectionRelation | CodeCode Available | 1 |
| KPI-EDGAR: A Novel Dataset and Accompanying Metric for Relation Extraction from Financial Documents | Oct 17, 2022 | BenchmarkingJoint Entity and Relation Extraction | CodeCode Available | 1 |
| MoSE: Modality Split and Ensemble for Multimodal Knowledge Graph Completion | Oct 17, 2022 | Knowledge Graph CompletionRelation | CodeCode Available | 1 |
| CrossRE: A Cross-Domain Dataset for Relation Extraction | Oct 17, 2022 | RelationRelation Classification | CodeCode Available | 1 |
| Joint Multilingual Knowledge Graph Completion and Alignment | Oct 17, 2022 | Knowledge Graph CompletionKnowledge Graphs | CodeCode Available | 1 |
| Towards Relation Extraction From Speech | Oct 17, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Few-shot Relational Reasoning via Connection Subgraph Pretraining | Oct 13, 2022 | Few-Shot Image ClassificationMeta-Learning | CodeCode Available | 1 |
| Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation | Oct 10, 2022 | Continual Relation ExtractionRelation | CodeCode Available | 1 |
| Relational Message Passing for Fully Inductive Knowledge Graph Completion | Oct 8, 2022 | Inductive knowledge graph completionKnowledge Graph Completion | CodeCode Available | 1 |
| PS-ARM: An End-to-End Attention-aware Relation Mixer Network for Person Search | Oct 7, 2022 | Human DetectionPerson Search | CodeCode Available | 1 |
| OneEE: A One-Stage Framework for Fast Overlapping and Nested Event Extraction | Sep 6, 2022 | Event ExtractionRelation | CodeCode Available | 1 |
| RLIP: Relational Language-Image Pre-training for Human-Object Interaction Detection | Sep 5, 2022 | Human-Object Interaction DetectionRelation | CodeCode Available | 1 |
| SR-GNN: Spatial Relation-aware Graph Neural Network for Fine-Grained Image Categorization | Sep 5, 2022 | Fine-Grained Image ClassificationGraph Neural Network | CodeCode Available | 1 |
| Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction | Sep 3, 2022 | Contrastive LearningInductive Link Prediction | CodeCode Available | 1 |
| GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction | Aug 26, 2022 | Dialog Relation ExtractionEmotion Recognition in Conversation | CodeCode Available | 1 |
| Multiplex Heterogeneous Graph Convolutional Network | Aug 12, 2022 | AttributeLink Prediction | CodeCode Available | 1 |
| Can Brain Signals Reveal Inner Alignment with Human Languages? | Aug 10, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Convolutional Fine-Grained Classification with Self-Supervised Target Relation Regularization | Aug 3, 2022 | ClassificationData Augmentation | CodeCode Available | 1 |
| Enhancing Document-level Relation Extraction by Entity Knowledge Injection | Jul 23, 2022 | Document-level Relation ExtractionKnowledge Graphs | CodeCode Available | 1 |
| Video Graph Transformer for Video Question Answering | Jul 12, 2022 | Question AnsweringRelation | CodeCode Available | 1 |
| Instance Shadow Detection with A Single-Stage Detector | Jul 11, 2022 | Instance Shadow DetectionObject | CodeCode Available | 1 |
| Relation-Guided Few-Shot Relational Triple Extraction | Jul 7, 2022 | RelationRTE | CodeCode Available | 1 |
| Saliency-Regularized Deep Multi-Task Learning | Jul 3, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Learning Cross-Image Object Semantic Relation in Transformer for Few-Shot Fine-Grained Image Classification | Jul 2, 2022 | Fine-Grained Image Classificationimage-classification | CodeCode Available | 1 |
| Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction | Jul 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Knowledge Extraction From Texts Based on Wikidata | Jul 1, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | Jul 1, 2022 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| I^2R-Net: Intra- and Inter-Human Relation Network for Multi-Person Pose Estimation | Jun 22, 2022 | Multi-Person Pose EstimationPose Estimation | CodeCode Available | 1 |
| SERE: Exploring Feature Self-relation for Self-supervised Transformer | Jun 10, 2022 | RelationSelf-Supervised Learning | CodeCode Available | 1 |
| RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event Extraction | Jun 7, 2022 | Document-level Event ExtractionEvent Extraction | CodeCode Available | 1 |
| MORE: A Metric Learning Based Framework for Open-domain Relation Extraction | Jun 1, 2022 | ClusteringMetric Learning | CodeCode Available | 1 |
| Automatic Relation-aware Graph Network Proliferation | May 31, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 |
| Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction | May 28, 2022 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| Revisiting DocRED -- Addressing the False Negative Problem in Relation Extraction | May 25, 2022 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| DEER: Descriptive Knowledge Graph for Explaining Entity Relationships | May 21, 2022 | BIG-bench Machine LearningDescriptive | CodeCode Available | 1 |
| DeepStruct: Pretraining of Language Models for Structure Prediction | May 21, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction | May 19, 2022 | Contrastive LearningRelation | CodeCode Available | 1 |
| Summarization as Indirect Supervision for Relation Extraction | May 19, 2022 | RelationRelation Extraction | CodeCode Available | 1 |
| Plane Geometry Diagram Parsing | May 19, 2022 | Geometry Problem SolvingGraph Neural Network | CodeCode Available | 1 |
| Neural-Symbolic Models for Logical Queries on Knowledge Graphs | May 16, 2022 | Complex Query AnsweringGraph Neural Network | CodeCode Available | 1 |
| Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis | May 8, 2022 | counterfactualRelation | CodeCode Available | 1 |
| Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction | May 7, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| FastRE: Towards Fast Relation Extraction with Convolutional Encoder and Improved Cascade Binary Tagging Framework | May 5, 2022 | Language ModellingRelation | CodeCode Available | 1 |
| Great Truths are Always Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | May 4, 2022 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| A Dataset for N-ary Relation Extraction of Drug Combinations | May 4, 2022 | Drug–drug Interaction ExtractionRelation | CodeCode Available | 1 |
| HiURE: Hierarchical Exemplar Contrastive Learning for Unsupervised Relation Extraction | May 4, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Few-Shot Document-Level Relation Extraction | May 4, 2022 | Document-level Relation ExtractionDomain Adaptation | CodeCode Available | 1 |
