| Cross Domain Few-Shot Learning via Meta Adversarial Training | Feb 11, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks | Jan 24, 2022 | DenoisingQuestion Answering | CodeCode Available | 1 |
| Prompt-based Zero-shot Relation Classification with Semantic Knowledge Augmentation | Jan 16, 2022 | RelationRelation Classification | —Unverified | 0 |
| Enhanced Protein-Protein Interactions Extraction from the Literature using Entity Type- and Position-aware Representation | Jan 16, 2022 | PositionRelation | —Unverified | 0 |
| From Examples to Rules: Neural Guided Rule Synthesis for Information Extraction | Jan 16, 2022 | Enumerative SearchFew-Shot Learning | CodeCode Available | 1 |
| VRDFormer: End-to-End Video Visual Relation Detection With Transformers | Jan 1, 2022 | ObjectRelation | —Unverified | 0 |
| Budget Sensitive Reannotation of Noisy Relation Classification Data Using Label Hierarchy | Dec 26, 2021 | RelationRelation Classification | —Unverified | 0 |
| Unified Named Entity Recognition as Word-Word Relation Classification | Dec 19, 2021 | Chinese Named Entity RecognitionClassification | CodeCode Available | 1 |
| Knowledge-Augmented Language Models for Cause-Effect Relation Classification | Dec 16, 2021 | Cause-Effect Relation ClassificationClassification | CodeCode Available | 1 |
| CogALex 2.0: Impact of Data Quality on Lexical-Semantic Relation Prediction | Dec 14, 2021 | Hypernym DiscoveryRelation | CodeCode Available | 0 |
| Prompt-based Zero-shot Relation Extraction with Semantic Knowledge Augmentation | Dec 8, 2021 | ClassificationQuestion Answering | CodeCode Available | 0 |
| Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples | Nov 22, 2021 | Knowledge GraphsLanguage Modeling | CodeCode Available | 1 |
| Generative Prompt Tuning for Relation Classification | Nov 16, 2021 | ClassificationLanguage Modeling | —Unverified | 0 |
| One General Teacher for Multi-Data Multi-Task: A New Knowledge Distillation Framework for Discourse Relation Analysis | Nov 16, 2021 | Knowledge DistillationMulti-Task Learning | —Unverified | 0 |
| SERC: Syntactic and Semantic Sequence based Event Relation Classification | Nov 3, 2021 | ClassificationNatural Language Inference | —Unverified | 0 |
| Distilling Relation Embeddings from Pretrained Language Models | Nov 1, 2021 | Knowledge GraphsLanguage Modeling | CodeCode Available | 0 |
| Utilizing Relative Event Time to Enhance Event-Event Temporal Relation Extraction | Nov 1, 2021 | RelationRelation Classification | CodeCode Available | 1 |
| Towards Realistic Few-Shot Relation Extraction | Nov 1, 2021 | ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph | Nov 1, 2021 | Argument Pair Extraction (APE)Relation | —Unverified | 0 |
| CVAE-based Re-anchoring for Implicit Discourse Relation Classification | Nov 1, 2021 | Binary ClassificationClassification | —Unverified | 0 |
| KLMo: Knowledge Graph Enhanced Pretrained Language Model with Fine-Grained Relationships | Nov 1, 2021 | Entity LinkingEntity Typing | CodeCode Available | 0 |
| A Unified Approach to Discourse Relation Classification in nine Languages | Nov 1, 2021 | ClassificationRelation | —Unverified | 0 |
| A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification | Nov 1, 2021 | ClassificationRelation | —Unverified | 0 |
| The DISRPT 2021 Shared Task on Elementary Discourse Unit Segmentation, Connective Detection, and Relation Classification | Nov 1, 2021 | Connective DetectionDiscourse Parsing | —Unverified | 0 |
| REBEL: Relation Extraction By End-to-end Language generation | Oct 29, 2021 | Entity LinkingJoint Entity and Relation Extraction | CodeCode Available | 1 |