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Zero-Shot Text Classification

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Showing 1–48 of 48 papers

TitleStatusHype
Decoupling Knowledge from Memorization: Retrieval-augmented Prompt LearningCode2
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment ApproachCode2
Zero-Shot Text Classification via Self-Supervised TuningCode1
Label Agnostic Pre-training for Zero-shot Text ClassificationCode1
Beyond Prompting: Making Pre-trained Language Models Better Zero-shot Learners by Clustering RepresentationsCode1
Beyond the Next Token: Towards Prompt-Robust Zero-Shot Classification via Efficient Multi-Token PredictionCode1
Zero-Shot Text Classification with Self-TrainingCode1
This is not a Dataset: A Large Negation Benchmark to Challenge Large Language ModelsCode1
Text Classification Using Label Names Only: A Language Model Self-Training ApproachCode1
ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense RetrievalCode1
Metadata-Induced Contrastive Learning for Zero-Shot Multi-Label Text ClassificationCode1
Making Pre-trained Language Models Better Few-shot LearnersCode1
Evaluating Unsupervised Text Classification: Zero-shot and Similarity-based ApproachesCode1
Generation-driven Contrastive Self-training for Zero-shot Text Classification with Instruction-following LLMCode1
Generating Training Data with Language Models: Towards Zero-Shot Language UnderstandingCode1
Learn to Adapt for Generalized Zero-Shot Text ClassificationCode1
WC-SBERT: Zero-Shot Text Classification via SBERT with Self-Training for Wikipedia CategoriesCode0
An Evaluation Framework for Mapping News Headlines to Event Classes in a Knowledge GraphCode0
Breaking Free Transformer Models: Task-specific Context Attribution Promises Improved Generalizability Without Fine-tuning Pre-trained LLMsCode0
Hypothesis Engineering for Zero-Shot Hate Speech DetectionCode0
Integrating Semantic Knowledge to Tackle Zero-shot Text ClassificationCode0
Issues with Entailment-based Zero-shot Text ClassificationCode0
NSP-BERT: A Prompt-based Few-Shot Learner Through an Original Pre-training Task--Next Sentence PredictionCode0
Retrieval Augmented Zero-Shot Text ClassificationCode0
The Benefits of Label-Description Training for Zero-Shot Text ClassificationCode0
Unsupervised Label Refinement Improves Dataless Text ClassificationCode0
Analysis of Socially Unacceptable Discourse with Zero-shot LearningCode0
What Makes Pre-trained Language Models Better Zero-shot Learners?Code0
Evaluating TCFD Reporting: A New Application of Zero-Shot Analysis to Climate-Related Financial Disclosures—0
Efficient Multilingual Text Classification for Indian Languages—0
Analysis of the Fed's communication by using textual entailment model of Zero-Shot classification—0
PESCO: Prompt-enhanced Self Contrastive Learning for Zero-shot Text Classification—0
Don't Prompt, Search! Mining-based Zero-Shot Learning with Language Models—0
ZeroBERTo: Leveraging Zero-Shot Text Classification by Topic Modeling—0
Small Language Models are Good Too: An Empirical Study of Zero-Shot Classification—0
Template-based Approach to Zero-shot Intent Recognition—0
Empowering Sentence Encoders with Prompting and Label Retrieval for Zero-shot Text Classification—0
Conformal Predictor for Improving Zero-shot Text Classification Efficiency—0
Zero-shot Text Classification via Reinforced Self-training—0
ChatGPT: Beginning of an End of Manual Linguistic Data Annotation? Use Case of Automatic Genre Identification—0
A Novel Prompt-tuning Method: Incorporating Scenario-specific Concepts into a Verbalizer—0
Zero-shot Text Classification With Generative Language Models—0
IBM MNLP IE at CASE 2021 Task 2: NLI Reranking for Zero-Shot Text Classification—0
Learn to Adapt for Generalized Zero-Shot Text Classification—0
Gen-Z: Generative Zero-Shot Text Classification with Contextualized Label Descriptions—0
Wisdom of Instruction-Tuned Language Model Crowds. Exploring Model Label Variation—0
Leveraging Type Descriptions for Zero-shot Named Entity Recognition and Classification—0
Liberating Seen Classes: Boosting Few-Shot and Zero-Shot Text Classification via Anchor Generation and Classification Reframing—0
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