| 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 |
| Solving Inequality Proofs with Large Language Models | Jun 9, 2025 | Mathematical Problem-SolvingRelation Prediction | CodeCode Available | 1 |
| Towards Comprehensive Argument Analysis in Education: Dataset, Tasks, and Method | May 17, 2025 | Argument MiningRelation | —Unverified | 0 |
| Image-Text Relation Prediction for Multilingual Tweets | May 8, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Rethinking the Role of LLMs for Document-level Relation Extraction: a Refiner with Task Distribution and Probability Fusion | Apr 1, 2025 | Document-level Relation ExtractionRelation | CodeCode Available | 0 |
| UniHDSA: A Unified Relation Prediction Approach for Hierarchical Document Structure Analysis | Mar 20, 2025 | Document Layout AnalysisDocument Summarization | CodeCode Available | 2 |
| TRIX: A More Expressive Model for Zero-shot Domain Transfer in Knowledge Graphs | Feb 26, 2025 | Knowledge Graph CompletionKnowledge Graphs | CodeCode Available | 0 |
| PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph Embeddings | Jan 31, 2025 | Entity EmbeddingsKnowledge Graph Embeddings | CodeCode Available | 0 |
| From Primes to Paths: Enabling Fast Multi-Relational Graph Analysis | Nov 17, 2024 | Graph RegressionHeterogeneous Node Classification | CodeCode Available | 0 |
| CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models | Oct 28, 2024 | ArticlesEntity Alignment | —Unverified | 0 |
| Replacing Paths with Connection-Biased Attention for Knowledge Graph Completion | Oct 1, 2024 | Hyperparameter OptimizationKnowledge Graph Completion | CodeCode Available | 0 |
| MUSE: Integrating Multi-Knowledge for Knowledge Graph Completion | Sep 26, 2024 | Knowledge Graph CompletionRelation | CodeCode Available | 0 |
| Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answering | Sep 24, 2024 | Entity LinkingGraph Question Answering | CodeCode Available | 0 |
| Entity-Aware Self-Attention and Contextualized GCN for Enhanced Relation Extraction in Long Sentences | Sep 15, 2024 | PositionRelation | —Unverified | 0 |
| ViRED: Prediction of Visual Relations in Engineering Drawings | Sep 2, 2024 | Decoderdocument understanding | —Unverified | 0 |
| Learning Rule-Induced Subgraph Representations for Inductive Relation Prediction | Aug 9, 2024 | Inductive Relation PredictionKnowledge Graphs | CodeCode Available | 1 |
| MUSE: Multi-Knowledge Passing on the Edges, Boosting Knowledge Graph Completion | Aug 9, 2024 | Knowledge Graph CompletionRelation | CodeCode Available | 0 |
| OpenPSG: Open-set Panoptic Scene Graph Generation via Large Multimodal Models | Jul 15, 2024 | Graph Generationobject-detection | CodeCode Available | 1 |
| Revisiting Structured Sentiment Analysis as Latent Dependency Graph Parsing | Jul 5, 2024 | Dependency Parsingglobal-optimization | —Unverified | 0 |
| Towards Better Graph-based Cross-document Relation Extraction via Non-bridge Entity Enhancement and Prediction Debiasing | Jun 24, 2024 | PredictionRelation | CodeCode Available | 0 |
| SRFUND: A Multi-Granularity Hierarchical Structure Reconstruction Benchmark in Form Understanding | Jun 13, 2024 | FormRelation Prediction | —Unverified | 0 |
| REACT: Real-time Efficiency and Accuracy Compromise for Tradeoffs in Scene Graph Generation | May 25, 2024 | Graph GenerationObject | CodeCode Available | 2 |
| DLAFormer: An End-to-End Transformer For Document Layout Analysis | May 20, 2024 | Document Layout AnalysisDocument Summarization | —Unverified | 0 |
| An Analysis of Sentential Neighbors in Implicit Discourse Relation Prediction | May 16, 2024 | PredictionRelation | —Unverified | 0 |
| Multi-level Shared Knowledge Guided Learning for Knowledge Graph Completion | May 8, 2024 | Knowledge Graph CompletionMulti-Task Learning | —Unverified | 0 |
| Relations Prediction for Knowledge Graph Completion using Large Language Models | May 4, 2024 | Knowledge Graph CompletionKnowledge Graphs | —Unverified | 0 |
| Knowledge Graph Completion using Structural and Textual Embeddings | Apr 24, 2024 | Knowledge Graph CompletionKnowledge Graphs | CodeCode Available | 0 |
| GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation Extraction | Apr 18, 2024 | Graph structure learningJoint Entity and Relation Extraction | CodeCode Available | 2 |
| Patch Spatio-Temporal Relation Prediction for Video Anomaly Detection | Mar 28, 2024 | Anomaly DetectionMulti-Label Learning | —Unverified | 0 |
| R3DS: Reality-linked 3D Scenes for Panoramic Scene Understanding | Mar 18, 2024 | ObjectRelation Prediction | —Unverified | 0 |
| Few-Shot Relation Extraction with Hybrid Visual Evidence | Mar 1, 2024 | RelationRelation Extraction | —Unverified | 0 |
| Can Transformers Capture Spatial Relations between Objects? | Mar 1, 2024 | RelationRelation Prediction | —Unverified | 0 |
| UniVIE: A Unified Label Space Approach to Visual Information Extraction from Form-like Documents | Jan 17, 2024 | DecoderForm | —Unverified | 0 |
| Anchoring Path for Inductive Relation Prediction in Knowledge Graphs | Dec 21, 2023 | Inductive Relation PredictionKnowledge Graphs | CodeCode Available | 0 |
| Concept Prerequisite Relation Prediction by Using Permutation-Equivariant Directed Graph Neural Networks | Dec 15, 2023 | Graph Neural NetworkLink Prediction | —Unverified | 0 |
| VLPrompt: Vision-Language Prompting for Panoptic Scene Graph Generation | Nov 27, 2023 | Graph GenerationPanoptic Scene Graph Generation | CodeCode Available | 1 |
| KBioXLM: A Knowledge-anchored Biomedical Multilingual Pretrained Language Model | Nov 20, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| EMMA-X: An EM-like Multilingual Pre-training Algorithm for Cross-lingual Representation Learning | Oct 26, 2023 | RelationRelation Prediction | —Unverified | 0 |
| Logical Bias Learning for Object Relation Prediction | Oct 1, 2023 | Causal InferenceDecision Making | —Unverified | 0 |
| Extending Transductive Knowledge Graph Embedding Models for Inductive Logical Relational Inference | Sep 7, 2023 | Graph EmbeddingGraph Neural Network | CodeCode Available | 0 |
| Exploring Large Language Models for Knowledge Graph Completion | Aug 26, 2023 | Knowledge Graph CompletionKnowledge Graphs | CodeCode Available | 1 |
| CARE: Co-Attention Network for Joint Entity and Relation Extraction | Aug 24, 2023 | Joint Entity and Relation Extractionnamed-entity-recognition | CodeCode Available | 0 |
| Action Class Relation Detection and Classification Across Multiple Video Datasets | Aug 15, 2023 | Action RecognitionAction Recognition In Videos | —Unverified | 0 |
| Benchmark datasets for biomedical knowledge graphs with negative statements | Jul 21, 2023 | Disease PredictionKnowledge Graph Embeddings | —Unverified | 0 |
| CREPE: Learnable Prompting With CLIP Improves Visual Relationship Prediction | Jul 10, 2023 | ObjectPrediction | CodeCode Available | 0 |
| Explainable Representations for Relation Prediction in Knowledge Graphs | Jun 22, 2023 | Knowledge Graph EmbeddingsKnowledge Graphs | CodeCode Available | 0 |
| Commonsense Knowledge Transfer for Pre-trained Language Models | Jun 4, 2023 | Language ModelingLanguage Modelling | —Unverified | 0 |
| RE^2: Region-Aware Relation Extraction from Visually Rich Documents | May 24, 2023 | Graph AttentionRelation | CodeCode Available | 0 |
| Weakly-Supervised Learning of Visual Relations in Multimodal Pretraining | May 23, 2023 | object-detectionObject Detection | CodeCode Available | 0 |
| GATology for Linguistics: What Syntactic Dependencies It Knows | May 22, 2023 | Graph AttentionGraph Neural Network | —Unverified | 0 |