| Model-Agnostic Meta-Learning for Relation Classification with Limited Supervision | Jul 1, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Collocation Classification with Unsupervised Relation Vectors | Jul 1, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| ARNOR: Attention Regularization based Noise Reduction for Distant Supervision Relation Classification | Jul 1, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Joint Type Inference on Entities and Relations via Graph Convolutional Networks | Jul 1, 2019 | RelationRelation Classification | —Unverified | 0 |
| Exploiting Entity BIO Tag Embeddings and Multi-task Learning for Relation Extraction with Imbalanced Data | Jun 21, 2019 | Multi-Task Learningnamed-entity-recognition | —Unverified | 0 |
| Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction | Jun 19, 2019 | Common Sense ReasoningLanguage Modelling | CodeCode Available | 0 |
| Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification | Jun 16, 2019 | Few-Shot Relation ClassificationGeneral Classification | CodeCode Available | 0 |
| Matching the Blanks: Distributional Similarity for Relation Learning | Jun 7, 2019 | Few-Shot Relation ClassificationRelation | CodeCode Available | 1 |
| Towards the Data-driven System for Rhetorical Parsing of Russian Texts | Jun 1, 2019 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Relation Classification Using Segment-Level Attention-based CNN and Dependency-based RNN | Jun 1, 2019 | General ClassificationRelation | —Unverified | 0 |
| Exploiting Noisy Data in Distant Supervision Relation Classification | Jun 1, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Neural-Symbolic Argumentation Mining: an Argument in Favor of Deep Learning and Reasoning | May 22, 2019 | Argument MiningComponent Classification | —Unverified | 0 |
| Enriching Pre-trained Language Model with Entity Information for Relation Classification | May 20, 2019 | General ClassificationLanguage Modeling | CodeCode Available | 0 |
| ERNIE: Enhanced Language Representation with Informative Entities | May 17, 2019 | Entity LinkingEntity Typing | CodeCode Available | 0 |
| Assessing the Difficulty of Classifying ConceptNet Relations in a Multi-Label Classification Setting | May 14, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Advancing NLP with Cognitive Language Processing Signals | Apr 4, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Frowning Frodo, Wincing Leia, and a Seriously Great Friendship: Learning to Classify Emotional Relationships of Fictional Characters | Mar 29, 2019 | RelationRelation Classification | —Unverified | 0 |
| Mining Discourse Markers for Unsupervised Sentence Representation Learning | Mar 28, 2019 | Relation ClassificationRepresentation Learning | CodeCode Available | 0 |
| A Single Attention-Based Combination of CNN and RNN for Relation Classification | Feb 6, 2019 | General ClassificationRelation | —Unverified | 0 |
| Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity Typing | Jan 23, 2019 | Entity TypingGeneral Classification | CodeCode Available | 0 |
| End-to-end neural relation extraction using deep biaffine attention | Dec 29, 2018 | General ClassificationRelation | CodeCode Available | 0 |
| Customized Attention Mechanism for Relation Classification | Dec 1, 2018 | ClassificationRelation | —Unverified | 0 |
| Improving Scientific Relation Classification with Task Specific Supersense | Dec 1, 2018 | ClassificationRelation | —Unverified | 0 |
| Learning to Explicitate Connectives with Seq2Seq Network for Implicit Discourse Relation Classification | Nov 5, 2018 | ClassificationDiscourse Parsing | —Unverified | 0 |
| Argumentative Link Prediction using Residual Networks and Multi-Objective Learning | Nov 1, 2018 | Argument MiningComponent Classification | CodeCode Available | 1 |
