| Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach | Aug 31, 2019 | ArticlesBenchmarking | CodeCode Available | 2 |
| Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning | May 29, 2022 | Few-Shot Text ClassificationMemorization | CodeCode Available | 2 |
| Text Classification Using Label Names Only: A Language Model Self-Training Approach | Oct 14, 2020 | ClassificationDocument Classification | CodeCode Available | 1 |
| Zero-Shot Text Classification with Self-Training | Oct 31, 2022 | ClassificationNatural Language Inference | CodeCode Available | 1 |
| ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval | May 18, 2023 | DescriptiveRetrieval | CodeCode Available | 1 |
| Metadata-Induced Contrastive Learning for Zero-Shot Multi-Label Text Classification | Feb 11, 2022 | Contrastive LearningMulti Label Text Classification | CodeCode Available | 1 |
| Label Agnostic Pre-training for Zero-shot Text Classification | May 25, 2023 | Classificationtext-classification | CodeCode Available | 1 |
| Learn to Adapt for Generalized Zero-Shot Text Classification | May 1, 2022 | ClassificationGeneralized Zero-Shot Learning | CodeCode Available | 1 |
| Beyond Prompting: Making Pre-trained Language Models Better Zero-shot Learners by Clustering Representations | Oct 29, 2022 | ClusteringSentence | CodeCode Available | 1 |
| This is not a Dataset: A Large Negation Benchmark to Challenge Large Language Models | Oct 24, 2023 | DescriptiveNegation | CodeCode Available | 1 |
| Making Pre-trained Language Models Better Few-shot Learners | Dec 31, 2020 | Few-Shot LearningZero-Shot Text Classification | CodeCode Available | 1 |
| Beyond the Next Token: Towards Prompt-Robust Zero-Shot Classification via Efficient Multi-Token Prediction | Apr 4, 2025 | AttributeLanguage Modeling | CodeCode Available | 1 |
| Evaluating Unsupervised Text Classification: Zero-shot and Similarity-based Approaches | Nov 29, 2022 | Classificationtext-classification | CodeCode Available | 1 |
| Generation-driven Contrastive Self-training for Zero-shot Text Classification with Instruction-following LLM | Apr 24, 2023 | Instruction FollowingLanguage Modelling | CodeCode Available | 1 |
| Generating Training Data with Language Models: Towards Zero-Shot Language Understanding | Feb 9, 2022 | Few-Shot LearningMNLI-m | CodeCode Available | 1 |
| Zero-Shot Text Classification via Self-Supervised Tuning | May 19, 2023 | ClassificationSelf-Supervised Learning | CodeCode Available | 1 |
| Efficient Multilingual Text Classification for Indian Languages | Sep 1, 2021 | ClassificationMultilingual text classification | —Unverified | 0 |
| Analysis of the Fed's communication by using textual entailment model of Zero-Shot classification | Jun 7, 2023 | Natural Language InferenceSentiment Analysis | —Unverified | 0 |
| A Novel Prompt-tuning Method: Incorporating Scenario-specific Concepts into a Verbalizer | Jan 10, 2024 | text-classificationText Classification | —Unverified | 0 |
| ChatGPT: Beginning of an End of Manual Linguistic Data Annotation? Use Case of Automatic Genre Identification | Mar 7, 2023 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Conformal Predictor for Improving Zero-shot Text Classification Efficiency | Oct 23, 2022 | ClassificationNatural Language Inference | —Unverified | 0 |
| Don't Prompt, Search! Mining-based Zero-Shot Learning with Language Models | Oct 26, 2022 | Text ClassificationText Infilling | —Unverified | 0 |
| Evaluating TCFD Reporting: A New Application of Zero-Shot Analysis to Climate-Related Financial Disclosures | Feb 1, 2023 | text-classificationText Classification | —Unverified | 0 |
| Gen-Z: Generative Zero-Shot Text Classification with Contextualized Label Descriptions | Nov 13, 2023 | ClassificationLanguage Modeling | —Unverified | 0 |
| IBM MNLP IE at CASE 2021 Task 2: NLI Reranking for Zero-Shot Text Classification | Aug 1, 2021 | ClassificationNatural Language Inference | —Unverified | 0 |
