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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

Using dependency parsing for few-shot learning in distributional semantics ACL 2022
LMTurk: Few-Shot Learners as Crowdsourcing Workers in a Language-Model-as-a-Service Framework NAACL 2022
CISLR: Corpus for Indian Sign Language Recognition EMNLP 2022
Reframing Instructional Prompts to GPTk’s Language ACL 2022
CLIP Models are Few-Shot Learners: Empirical Studies on VQA and Visual Entailment ACL 2022
PRO-CS : An Instance-Based Prompt Composition Technique for Code-Switched Tasks EMNLP 2022
Transferring Hierarchical Structures with Dual Meta Imitation Learning CORL 2022
MIRA: Mental Imagery for Robotic Affordances CORL 2022
Few-Shot Preference Learning for Human-in-the-Loop RL CORL 2022
A Few-Shot Semantic Parser for Wizard-of-Oz Dialogues with the Precise ThingTalk Representation ACL 2022
Learning To Affiliate: Mutual Centralized Learning for Few-Shot Classification CVPR 2022
Look Ma, Only 400 Samples! Revisiting the Effectiveness of Automatic N-Gram Rule Generation for Spelling Normalization in Filipino EMNLP 2022
FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding ACL 2022
Dictionary-Assisted Supervised Contrastive Learning EMNLP 2022
Few-Shot Learning with Semi-Supervised Transformers for Electronic Health Records MLHC 2022
Few-Shot Incremental Learning for Label-to-Image Translation CVPR 2022
Knowledge-Enhanced Self-Supervised Prototypical Network for Few-Shot Event Detection EMNLP 2022
CPL: Counterfactual Prompt Learning for Vision and Language Models EMNLP 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning EMNLP 2022
Exploiting domain-slot related keywords description for Few-Shot Cross-Domain Dialogue State Tracking EMNLP 2022
Successive Prompting for Decomposing Complex Questions EMNLP 2022
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches CVPR 2022
Improving Task-Specific Generalization in Few-Shot Learning via Adaptive Vicinal Risk Minimization NIPS 2022
MOMA-LRG: Language-Refined Graphs for Multi-Object Multi-Actor Activity Parsing NIPS 2022
Learning with Limited Text Data ACL 2022