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few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

MixPAVE: Mix-Prompt Tuning for Few-shot Product Attribute Value Extraction ACL 2023
The Art of Prompting: Event Detection based on Type Specific Prompts ACL 2023
Adapting Emotion Detection to Analyze Influence Campaigns on Social Media ACL 2023
MDC at BioLaySumm Task 1: Evaluating GPT Models for Biomedical Lay Summarization ACL 2023
Evaluating the Effectiveness of Natural Language Inference for Hate Speech Detection in Languages with Limited Labeled Data ACL 2023
Multi-Document Summarization with Centroid-Based Pretraining ACL 2023
StoryWars: A Dataset and Instruction Tuning Baselines for Collaborative Story Understanding and Generation ACL 2023
Few-shot Low-resource Knowledge Graph Completion with Reinforced Task Generation ACL 2023
mCPT at SemEval-2023 Task 3: Multilingual Label-Aware Contrastive Pre-Training of Transformers for Few- and Zero-shot Framing Detection ACL 2023
ChatGPT for Suicide Risk Assessment on Social Media: Quantitative Evaluation of Model Performance, Potentials and Limitations ACL 2023
Prompt-Based Metric Learning for Few-Shot NER ACL 2023
Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labels ACL 2023
PromptNER: Prompt Locating and Typing for Named Entity Recognition ACL 2023
Few-Shot Document-Level Event Argument Extraction ACL 2023
Linguistic representations for fewer-shot relation extraction across domains ACL 2023
Enhancing Cross-lingual Natural Language Inference by Soft Prompting with Multilingual Verbalizer ACL 2023
S3HQA: A Three-Stage Approach for Multi-hop Text-Table Hybrid Question Answering ACL 2023
FiD-ICL: A Fusion-in-Decoder Approach for Efficient In-Context Learning ACL 2023
Zero- and Few-Shot Event Detection via Prompt-Based Meta Learning ACL 2023
Code4Struct: Code Generation for Few-Shot Event Structure Prediction ACL 2023
Cultural Concept Adaptation on Multimodal Reasoning EMNLP 2023
Enhancing Low-resource Fine-grained Named Entity Recognition by Leveraging Coarse-grained Datasets EMNLP 2023
RAPL: A Relation-Aware Prototype Learning Approach for Few-Shot Document-Level Relation Extraction EMNLP 2023
Representative Demonstration Selection for In-Context Learning with Two-Stage Determinantal Point Process EMNLP 2023
Anchoring Fine-tuning of Sentence Transformer with Semantic Label Information for Efficient Truly Few-shot Classification EMNLP 2023