| REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity Linking | Apr 19, 2024 | Benchmarkingcoreference-resolution | CodeCode Available | 1 |
| Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning | Mar 25, 2024 | ClassificationContrastive Learning | CodeCode Available | 0 |
| Extracting Protein-Protein Interactions (PPIs) from Biomedical Literature using Attention-based Relational Context Information | Mar 8, 2024 | RelationRelation Classification | CodeCode Available | 0 |
| Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification | Mar 5, 2024 | Few-Shot Relation ClassificationRelation | —Unverified | 0 |
| On the use of Silver Standard Data for Zero-shot Classification Tasks in Information Extraction | Feb 28, 2024 | ClassificationNatural Language Inference | CodeCode Available | 0 |
| Prompting Implicit Discourse Relation Annotation | Feb 7, 2024 | ClassificationImplicit Discourse Relation Classification | —Unverified | 0 |
| Graph Language Models | Jan 13, 2024 | Knowledge GraphsLanguage Modeling | CodeCode Available | 2 |
| Noise in Relation Classification Dataset TACRED: Characterization and Reduction | Nov 21, 2023 | ClassificationRelation | —Unverified | 0 |
| Improving Vision-and-Language Reasoning via Spatial Relations Modeling | Nov 9, 2023 | Position regressionRelation | —Unverified | 0 |
| Discourse Relations Classification and Cross-Framework Discourse Relation Classification Through the Lens of Cognitive Dimensions: An Empirical Investigation | Nov 1, 2023 | ClassificationDiscourse Segmentation | —Unverified | 0 |
| Dynamically Updating Event Representations for Temporal Relation Classification with Multi-category Learning | Oct 31, 2023 | Multi-Task LearningRelation | —Unverified | 0 |
| CreoleVal: Multilingual Multitask Benchmarks for Creoles | Oct 30, 2023 | Machine TranslationReading Comprehension | CodeCode Available | 1 |
| A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods | Oct 29, 2023 | ClassificationFew-Shot Learning | —Unverified | 0 |
| CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain Adaptation | Oct 18, 2023 | Domain AdaptationFew-Shot Relation Classification | CodeCode Available | 0 |
| Rethinking Relation Classification with Graph Meaning Representations | Oct 15, 2023 | ClassificationNatural Language Understanding | —Unverified | 0 |
| PromptRE: Weakly-Supervised Document-Level Relation Extraction via Prompting-Based Data Programming | Oct 13, 2023 | Document-level Relation ExtractionRelation | —Unverified | 0 |
| Rationale-Enhanced Language Models are Better Continual Relation Learners | Oct 10, 2023 | Continual Relation ExtractionRelation | CodeCode Available | 1 |
| Multiple Relations Classification using Imbalanced Predictions Adaptation | Sep 24, 2023 | Classificationgraph construction | CodeCode Available | 0 |
| Advancing Relation Extraction through Language Probing with Exemplars from Set Co-Expansion | Aug 18, 2023 | ClassificationRelation | —Unverified | 0 |
| Leveraging Codebook Knowledge with NLI and ChatGPT for Zero-Shot Political Relation Classification | Aug 15, 2023 | ClassificationNatural Language Inference | CodeCode Available | 0 |
| Explaining Relation Classification Models with Semantic Extents | Aug 4, 2023 | ClassificationRelation | CodeCode Available | 0 |
| Improving Zero-shot Relation Classification via Automatically-acquired Entailment Templates | Jul 13, 2023 | Natural Language InferenceRelation | —Unverified | 0 |
| A Side-by-side Comparison of Transformers for English Implicit Discourse Relation Classification | Jul 7, 2023 | Discourse ParsingImplicit Discourse Relation Classification | —Unverified | 0 |
| Mutually Guided Few-shot Learning for Relational Triple Extraction | Jun 23, 2023 | Cross-Domain Few-ShotDecoder | CodeCode Available | 0 |
| Annotation-Inspired Implicit Discourse Relation Classification with Auxiliary Discourse Connective Generation | Jun 10, 2023 | Implicit Discourse Relation ClassificationRelation | CodeCode Available | 0 |
