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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

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
Quantifying Adaptability in Pre-trained Language Models with 500 Tasks NAACL 2022
Compositional Task-Oriented Parsing as Abstractive Question Answering NAACL 2022
Imagination-Augmented Natural Language Understanding NAACL 2022
Generation-Focused Table-Based Intermediate Pre-training for Free-Form Question Answering AAAI 2022
Generalizing to New Physical Systems via Context-Informed Dynamics Model ICML 2022
Subspace Learning for Effective Meta-Learning ICML 2022
Efficient Variance Reduction for Meta-learning ICML 2022
Transferability and Stability of Learning with Limited Labelled Data in Multilingual Text Document Classification IJCAI 2022