wutong8023 / Awesome_Few_Shot_Learning
Advances of few-shot learning, especially for NLP applications.
☆30Updated 2 years ago
Alternatives and similar repositories for Awesome_Few_Shot_Learning:
Users that are interested in Awesome_Few_Shot_Learning are comparing it to the libraries listed below
- Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System. NAACL 2021. https://arxiv.org/abs…☆20Updated 3 years ago
- Code for "Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled Learning" published at AC…☆23Updated 2 years ago
- Implementation of the research paper Consistent Representation Learning for Continual Relation Extraction (Findings of ACL 2022)☆25Updated 2 years ago
- Code for ACL 2022 paper "BERT Learns to Teach: Knowledge Distillation with Meta Learning".☆85Updated 2 years ago
- Source code for our EMNLP'21 paper 《Raise a Child in Large Language Model: Towards Effective and Generalizable Fine-tuning》☆58Updated 3 years ago
- Code for NAACL2022 Long Paper "An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling"☆27Updated 2 years ago
- ICLR 2022☆17Updated 2 years ago
- Code for our ACL2022 paper "Improving Event Representation via Simultaneous Weakly Supervised Contrastive Learning and Clustering".☆28Updated 2 years ago
- ☆56Updated 2 years ago
- Zero-shot Learning by Generating Task-specific Adapters☆14Updated 3 years ago
- Code for our AAAI2021 paper: Token-Aware Virtual Adversarial Training For Language Understanding.☆25Updated 4 years ago
- The source code of paper "Semi-supervised Relation Extraction via Incremental Meta Self-Training"☆21Updated 4 years ago
- Code for 'Prototypical Representation Learning for Relation Extraction'.☆30Updated 3 years ago
- code and data for AAAI2022 paper "ContrastNet: A Contrastive Learning Framework for Few-Shot Text Classification"☆25Updated last year
- The code for "Does Head Label Help for Long-Tailed Multi-Label Text Classific"☆30Updated 3 years ago
- The code of "Few-Shot Event Detection with Prototypical Amortized Conditional Random Field", Findings of ACL 2021☆30Updated 3 years ago
- ☆65Updated 10 months ago
- Codes for the paper: "Continual Learning for Text Classification with Information Disentanglement Based Regularization"☆44Updated 2 years ago
- ☆12Updated 2 years ago
- MATCH-TUNING☆15Updated 2 years ago
- Code for KDD 2023 long paper: MetricPrompt: Prompting Model as a Relevance Metric for Few-Shot Text Classification☆19Updated 7 months ago
- ☆23Updated 4 years ago
- Code for "SCL-RAI: Span-based Contrastive Learning with Retrieval Augmented Inference for Unlabeled Entity Problem in NER" @COLING-2022☆11Updated 2 years ago
- Code for EMNLP 2022 paper “Distilled Dual-Encoder Model for Vision-Language Understanding”☆29Updated last year
- Official Repository for CLRCMD (Appear in ACL2022)☆40Updated 2 years ago
- Official code for the paper "PADA: Example-based Prompt Learning for on-the-fly Adaptation to Unseen Domains".☆51Updated 2 years ago
- ☆32Updated 2 years ago
- ☆18Updated 3 years ago
- Code for the AAAI 2022 publication "Well-classified Examples are Underestimated in Classification with Deep Neural Networks"☆50Updated 2 years ago
- The source code of paper "Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction"☆24Updated 3 years ago