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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

“Low-Resource” Text Classification: A Parameter-Free Classification Method with Compressors ACL 2023
A Pilot Study on Dialogue-Level Dependency Parsing for Chinese ACL 2023
Z-Code++: A Pre-trained Language Model Optimized for Abstractive Summarization ACL 2023
Node Placement in Argument Maps: Modeling Unidirectional Relations in High & Low-Resource Scenarios ACL 2023
DSPM-NLG: A Dual Supervised Pre-trained Model for Few-shot Natural Language Generation in Task-oriented Dialogue System ACL 2023
Commonsense Knowledge Transfer for Pre-trained Language Models ACL 2023
Self-Adaptive In-Context Learning: An Information Compression Perspective for In-Context Example Selection and Ordering ACL 2023
X-RiSAWOZ: High-Quality End-to-End Multilingual Dialogue Datasets and Few-shot Agents ACL 2023
Problematic Webpage Identification: A Trilogy of Hatespeech, Search Engines and GPT ACL 2023
Focusing, Bridging and Prompting for Few-shot Nested Named Entity Recognition ACL 2023
Improving Classroom Dialogue Act Recognition from Limited Labeled Data with Self-Supervised Contrastive Learning Classifiers ACL 2023
Adversarial Knowledge Stimulated Contrastive Prompting for Few-shot Language Learners ACL 2023
UTSA-NLP at RadSum23: Multi-modal Retrieval-Based Chest X-Ray Report Summarization ACL 2023
LMCap: Few-shot Multilingual Image Captioning by Retrieval Augmented Language Model Prompting ACL 2023
Vicinal Risk Minimization for Few-Shot Cross-lingual Transfer in Abusive Language Detection EMNLP 2023
CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain Adaptation. EMNLP 2023
LLM4Vis: Explainable Visualization Recommendation using ChatGPT EMNLP 2023
MEAL: Stable and Active Learning for Few-Shot Prompting EMNLP 2023
When Do Decompositions Help for Machine Reading? EMNLP 2023
Always the Best Fit: Adaptive Domain Gap Filling from Causal Perspective for Few-Shot Relation Extraction EMNLP 2023
Ecologically Valid Explanations for Label Variation in NLI EMNLP 2023
Legally Enforceable Hate Speech Detection for Public Forums EMNLP 2023
MetaReVision: Meta-Learning with Retrieval for Visually Grounded Compositional Concept Acquisition EMNLP 2023
Conditioning on Dialog Acts improves Empathy Style Transfer EMNLP 2023
Boosting Prompt-Based Self-Training With Mapping-Free Automatic Verbalizer for Multi-Class Classification EMNLP 2023