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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

Improving Few-Shot Relation Classification by Prototypical Representation Learning with Definition Text NAACL 2022
RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning NAACL 2022
ANTS: A Framework for Retrieval of Text Segments in Unstructured Documents NAACL 2022
CS/NLP at SemEval-2022 Task 4: Effective Data Augmentation Methods for Patronizing Language Detection and Multi-label Classification with RoBERTa and GPT3 NAACL 2022
Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling NAACL 2022
SF-DST: Few-Shot Self-Feeding Reading Comprehension Dialogue State Tracking with Auxiliary Task INTERSPEECH 2022
ALLSH: Active Learning Guided by Local Sensitivity and Hardness NAACL 2022
Por Qué Não Utiliser Alla Språk? Mixed Training with Gradient Optimization in Few-Shot Cross-Lingual Transfer NAACL 2022
A Human-machine Interface for Few-shot Rule Synthesis for Information Extraction NAACL 2022
Few-shot fine-tuning SOTA summarization models for medical dialogues NAACL 2022
Few-Shot Document-Level Relation Extraction NAACL 2022
In-BoXBART: Get Instructions into Biomedical Multi-Task Learning NAACL 2022
Template-free Prompt Tuning for Few-shot NER NAACL 2022
Contrastive Learning for Prompt-based Few-shot Language Learners NAACL 2022
Embedding Hallucination for Few-shot Language Fine-tuning NAACL 2022
Learning To Retrieve Prompts for In-Context Learning NAACL 2022
ElitePLM: An Empirical Study on General Language Ability Evaluation of Pretrained Language Models NAACL 2022
Testing the Ability of Language Models to Interpret Figurative Language NAACL 2022
Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification NAACL 2022
Few-shot Subgoal Planning with Language Models NAACL 2022
Few-Shot Semantic Parsing with Language Models Trained on Code NAACL 2022
Semantically Informed Slang Interpretation NAACL 2022
On the Effect of Pretraining Corpora on In-context Learning by a Large-scale Language Model NAACL 2022
Meet Your Favorite Character: Open-domain Chatbot Mimicking Fictional Characters with only a Few Utterances NAACL 2022
Interactive Symbol Grounding with Complex Referential Expressions NAACL 2022