| Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning | Jan 12, 2020 | Few-Shot LearningRelation | CodeCode Available | 1 |
| Effective Modeling of Encoder-Decoder Architecture for Joint Entity and Relation Extraction | Nov 22, 2019 | DecoderJoint Entity and Relation Extraction | CodeCode Available | 1 |
| Temporal Knowledge Graph Embedding Model based on Additive Time Series Decomposition | Nov 18, 2019 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Inductive Relation Prediction by Subgraph Reasoning | Nov 16, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers | Nov 10, 2019 | RelationSemantic Parsing | CodeCode Available | 1 |
| Compensating Supervision Incompleteness with Prior Knowledge in Semantic Image Interpretation | Oct 1, 2019 | ObjectRelation | CodeCode Available | 1 |
| Dependency-based Text Graphs for Keyphrase and Summary Extraction with Applications to Interactive Content Retrieval | Sep 20, 2019 | RelationRelation Extraction | CodeCode Available | 1 |
| Entity, Relation, and Event Extraction with Contextualized Span Representations | Sep 8, 2019 | Event ExtractionJoint Entity and Relation Extraction | CodeCode Available | 1 |
| Relation Distillation Networks for Video Object Detection | Aug 26, 2019 | Objectobject-detection | CodeCode Available | 1 |
| Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs | Aug 22, 2019 | Entity AlignmentEntity Embeddings | CodeCode Available | 1 |
| SpatialSense: An Adversarially Crowdsourced Benchmark for Spatial Relation Recognition | Aug 7, 2019 | BenchmarkingRelation | CodeCode Available | 1 |
| Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector | Aug 6, 2019 | Few-Shot Object DetectionObject | CodeCode Available | 1 |
| Improving Neural Relation Extraction with Implicit Mutual Relations | Jul 8, 2019 | RelationRelation Extraction | CodeCode Available | 1 |
| Transfer Learning for Causal Sentence Detection | Jun 18, 2019 | RelationRelation Extraction | CodeCode Available | 1 |
| DocRED: A Large-Scale Document-Level Relation Extraction Dataset | Jun 14, 2019 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| Matching the Blanks: Distributional Similarity for Relation Learning | Jun 7, 2019 | Few-Shot Relation ClassificationRelation | CodeCode Available | 1 |
| Graph WaveNet for Deep Spatial-Temporal Graph Modeling | May 31, 2019 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Relational Collaborative Filtering:Modeling Multiple Item Relations for Recommendation | Apr 29, 2019 | Collaborative FilteringRecommendation Systems | CodeCode Available | 1 |
| Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction | Apr 19, 2019 | RelationRelation Extraction | CodeCode Available | 1 |
| A General Framework for Information Extraction using Dynamic Span Graphs | Apr 5, 2019 | Joint Entity and Relation ExtractionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space | Feb 26, 2019 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Reinforcement Learning for Relation Classification from Noisy Data | Aug 24, 2018 | Classificationreinforcement-learning | CodeCode Available | 1 |
| R-VQA: Learning Visual Relation Facts with Semantic Attention for Visual Question Answering | May 24, 2018 | Question AnsweringRelation | CodeCode Available | 1 |
| Joint entity recognition and relation extraction as a multi-head selection problem | Apr 20, 2018 | POSRelation | CodeCode Available | 1 |
| Improving Distantly Supervised Relation Extraction using Word and Entity Based Attention | Apr 19, 2018 | RelationRelation Extraction | CodeCode Available | 1 |
| Relation Networks for Object Detection | Nov 30, 2017 | Objectobject-detection | CodeCode Available | 1 |
| A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature Text | Nov 19, 2017 | Articlesnamed-entity-recognition | CodeCode Available | 1 |
| Neural Motifs: Scene Graph Parsing with Global Context | Nov 17, 2017 | ObjectPanoptic Scene Graph Generation | CodeCode Available | 1 |
| Learning to Compare: Relation Network for Few-Shot Learning | Nov 16, 2017 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge Bases using Reinforcement Learning | Nov 15, 2017 | NavigateReinforcement Learning | CodeCode Available | 1 |
| Indirect Supervision for Relation Extraction using Question-Answer Pairs | Oct 30, 2017 | Question AnsweringRelation | CodeCode Available | 1 |
| The Conditional Analogy GAN: Swapping Fashion Articles on People Images | Sep 14, 2017 | ArticlesGenerative Adversarial Network | CodeCode Available | 1 |
| Zero-Shot Relation Extraction via Reading Comprehension | Jun 13, 2017 | Reading ComprehensionRelation | CodeCode Available | 1 |
| Learning across scales - A multiscale method for Convolution Neural Networks | Mar 6, 2017 | Relation | CodeCode Available | 1 |
| CoType: Joint Extraction of Typed Entities and Relations with Knowledge Bases | Oct 27, 2016 | Joint Entity and Relation ExtractionRelation | CodeCode Available | 1 |
| SMART: Relation-Aware Learning of Geometric Representations for Knowledge Graphs | Jul 17, 2025 | Graph EmbeddingGraph Representation Learning | —Unverified | 0 |
| SPADE: Spatial-Aware Denoising Network for Open-vocabulary Panoptic Scene Graph Generation with Long- and Local-range Context Reasoning | Jul 8, 2025 | DenoisingGraph Generation | —Unverified | 0 |
| DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations | Jul 8, 2025 | In-Context LearningJoint Entity and Relation Extraction | —Unverified | 0 |
| Enhancing Homophily-Heterophily Separation: Relation-Aware Learning in Heterogeneous Graphs | Jun 26, 2025 | Contrastive LearningRelation | CodeCode Available | 0 |
| CoPa-SG: Dense Scene Graphs with Parametric and Proto-Relations | Jun 26, 2025 | Graph GenerationRelation | —Unverified | 0 |
| Building Lightweight Semantic Segmentation Models for Aerial Images Using Dual Relation Distillation | Jun 25, 2025 | Knowledge DistillationRelation | —Unverified | 0 |
| Multiple Streams of Relation Extraction: Enriching and Recalling in Transformers | Jun 25, 2025 | RelationRelation Extraction | —Unverified | 0 |
| Chaining Event Spans for Temporal Relation Grounding | Jun 17, 2025 | Reading ComprehensionRelation | CodeCode Available | 0 |
| Assessing the Limits of In-Context Learning beyond Functions using Partially Ordered Relation | Jun 16, 2025 | In-Context LearningRelation | —Unverified | 0 |
| MERIT: A Merchant Incentive Ranking Model for Hotel Search & Ranking | Jun 10, 2025 | Relation | —Unverified | 0 |
| Summarization for Generative Relation Extraction in the Microbiome Domain | Jun 10, 2025 | RelationRelation Extraction | —Unverified | 0 |
| Conservative Bias in Large Language Models: Measuring Relation Predictions | Jun 9, 2025 | HallucinationRelation | —Unverified | 0 |
| A MISMATCHED Benchmark for Scientific Natural Language Inference | Jun 5, 2025 | ArticlesNatural Language Inference | CodeCode Available | 0 |
| Comparative Analysis of AI Agent Architectures for Entity Relationship Classification | Jun 3, 2025 | AI AgentRelation | CodeCode Available | 0 |
| CREFT: Sequential Multi-Agent LLM for Character Relation Extraction | May 30, 2025 | Knowledge DistillationLanguage Modeling | —Unverified | 0 |
