| Document-Level Relation Extraction with Reconstruction | Dec 21, 2020 | Document-level Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity Linking | Apr 19, 2024 | Benchmarkingcoreference-resolution | CodeCode Available | 1 | 5 |
| Selecting Optimal Context Sentences for Event-Event Relation Extraction | Apr 2, 2022 | Event Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| Semi-supervised Relation Extraction via Incremental Meta Self-Training | Oct 6, 2020 | Meta-LearningPseudo Label | CodeCode Available | 1 | 5 |
| APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task Learning | Nov 1, 2020 | Argument Pair Extraction (APE)Multi-Task Learning | CodeCode Available | 1 | 5 |
| From Examples to Rules: Neural Guided Rule Synthesis for Information Extraction | Jan 16, 2022 | Enumerative SearchFew-Shot Learning | CodeCode Available | 1 | 5 |
| Argumentative Link Prediction using Residual Networks and Multi-Objective Learning | Nov 1, 2018 | Argument MiningComponent Classification | CodeCode Available | 1 | 5 |
| CODER: Knowledge infused cross-lingual medical term embedding for term normalization | Nov 5, 2020 | Contrastive LearningKnowledge Graphs | CodeCode Available | 1 | 5 |
| Few-shot Text Classification with Distributional Signatures | Aug 16, 2019 | ClassificationFew-Shot Text Classification | CodeCode Available | 1 | 5 |
| Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual Awareness | Jan 14, 2025 | Event ExtractionInstruction Following | CodeCode Available | 1 | 5 |
| Generative Prompt Tuning for Relation Classification | Oct 22, 2022 | ClassificationLanguage Modeling | CodeCode Available | 1 | 5 |
| Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge Bases | Oct 1, 2022 | Entity DisambiguationForm | CodeCode Available | 1 | 5 |
| Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System | Apr 24, 2021 | ClassificationFew-Shot Text Classification | CodeCode Available | 1 | 5 |
| LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention | Oct 2, 2020 | Common Sense ReasoningEntity Typing | CodeCode Available | 1 | 5 |
| Matching the Blanks: Distributional Similarity for Relation Learning | Jun 7, 2019 | Few-Shot Relation ClassificationRelation | CodeCode Available | 1 | 5 |
| A Span-Based Model for Joint Overlapped and Discontinuous Named Entity Recognition | Jun 28, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| CreoleVal: Multilingual Multitask Benchmarks for Creoles | Oct 30, 2023 | Machine TranslationReading Comprehension | CodeCode Available | 1 | 5 |
| RankDNN: Learning to Rank for Few-shot Learning | Nov 28, 2022 | Few-Shot Learningimage-classification | CodeCode Available | 1 | 5 |
| DDRel: A New Dataset for Interpersonal Relation Classification in Dyadic Dialogues | Dec 4, 2020 | Dialog Relation ExtractionGeneral Classification | CodeCode Available | 1 | 5 |
| DeepStruct: Pretraining of Language Models for Structure Prediction | May 21, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 | 5 |
| Dependency-driven Relation Extraction with Attentive Graph Convolutional Networks | Aug 1, 2021 | RelationRelation Classification | CodeCode Available | 1 | 5 |
| DocRED-FE: A Document-Level Fine-Grained Entity And Relation Extraction Dataset | Mar 20, 2023 | Joint Entity and Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| Rationale-Enhanced Language Models are Better Continual Relation Learners | Oct 10, 2023 | Continual Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| AttentionSiteDTI: an interpretable graph-based model for drug-target interaction prediction using NLP sentence-level relation classification | Jul 12, 2022 | Drug DiscoveryRelation Classification | CodeCode Available | 1 | 5 |
| The RELX Dataset and Matching the Multilingual Blanks for Cross-Lingual Relation Classification | Oct 19, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
