| Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning | May 29, 2022 | Few-Shot Text ClassificationMemorization | CodeCode Available | 2 | 5 |
| Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach | Aug 31, 2019 | ArticlesBenchmarking | CodeCode Available | 2 | 5 |
| Zero-Shot Text Classification via Self-Supervised Tuning | May 19, 2023 | ClassificationSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Label Agnostic Pre-training for Zero-shot Text Classification | May 25, 2023 | Classificationtext-classification | CodeCode Available | 1 | 5 |
| Beyond Prompting: Making Pre-trained Language Models Better Zero-shot Learners by Clustering Representations | Oct 29, 2022 | ClusteringSentence | CodeCode Available | 1 | 5 |
| Beyond the Next Token: Towards Prompt-Robust Zero-Shot Classification via Efficient Multi-Token Prediction | Apr 4, 2025 | AttributeLanguage Modeling | CodeCode Available | 1 | 5 |
| Zero-Shot Text Classification with Self-Training | Oct 31, 2022 | ClassificationNatural Language Inference | CodeCode Available | 1 | 5 |
| This is not a Dataset: A Large Negation Benchmark to Challenge Large Language Models | Oct 24, 2023 | DescriptiveNegation | CodeCode Available | 1 | 5 |
| Text Classification Using Label Names Only: A Language Model Self-Training Approach | Oct 14, 2020 | ClassificationDocument Classification | CodeCode Available | 1 | 5 |
| ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval | May 18, 2023 | DescriptiveRetrieval | CodeCode Available | 1 | 5 |
| Metadata-Induced Contrastive Learning for Zero-Shot Multi-Label Text Classification | Feb 11, 2022 | Contrastive LearningMulti Label Text Classification | CodeCode Available | 1 | 5 |
| Making Pre-trained Language Models Better Few-shot Learners | Dec 31, 2020 | Few-Shot LearningZero-Shot Text Classification | CodeCode Available | 1 | 5 |
| Evaluating Unsupervised Text Classification: Zero-shot and Similarity-based Approaches | Nov 29, 2022 | Classificationtext-classification | CodeCode Available | 1 | 5 |
| Generation-driven Contrastive Self-training for Zero-shot Text Classification with Instruction-following LLM | Apr 24, 2023 | Instruction FollowingLanguage Modelling | CodeCode Available | 1 | 5 |
| Generating Training Data with Language Models: Towards Zero-Shot Language Understanding | Feb 9, 2022 | Few-Shot LearningMNLI-m | CodeCode Available | 1 | 5 |
| Learn to Adapt for Generalized Zero-Shot Text Classification | May 1, 2022 | ClassificationGeneralized Zero-Shot Learning | CodeCode Available | 1 | 5 |
| WC-SBERT: Zero-Shot Text Classification via SBERT with Self-Training for Wikipedia Categories | Jul 28, 2023 | text-classificationText Classification | CodeCode Available | 0 | 5 |
| An Evaluation Framework for Mapping News Headlines to Event Classes in a Knowledge Graph | Dec 4, 2023 | Entity LinkingNatural Language Inference | CodeCode Available | 0 | 5 |
| Breaking Free Transformer Models: Task-specific Context Attribution Promises Improved Generalizability Without Fine-tuning Pre-trained LLMs | Jan 30, 2024 | Sentiment AnalysisSentiment Classification | CodeCode Available | 0 | 5 |
| Hypothesis Engineering for Zero-Shot Hate Speech Detection | Oct 3, 2022 | Hate Speech DetectionNatural Language Inference | CodeCode Available | 0 | 5 |
| Integrating Semantic Knowledge to Tackle Zero-shot Text Classification | Mar 29, 2019 | ClassificationData Augmentation | CodeCode Available | 0 | 5 |
| Issues with Entailment-based Zero-shot Text Classification | Aug 1, 2021 | ClassificationNatural Language Inference | CodeCode Available | 0 | 5 |
| NSP-BERT: A Prompt-based Few-Shot Learner Through an Original Pre-training Task--Next Sentence Prediction | Sep 8, 2021 | Entity LinkingLanguage Modeling | CodeCode Available | 0 | 5 |
| Retrieval Augmented Zero-Shot Text Classification | Jun 21, 2024 | ClassificationRetrieval | CodeCode Available | 0 | 5 |
| The Benefits of Label-Description Training for Zero-Shot Text Classification | May 3, 2023 | Classificationdomain classification | CodeCode Available | 0 | 5 |
