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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Explore-Instruct: Enhancing Domain-Specific Instruction Coverage through Active Exploration EMNLP 2023
Just Adjust One Prompt: Enhancing In-Context Dialogue Scoring via Constructing the Optimal Subgraph of Demonstrations and Prompts EMNLP 2023
StyleDomain: Efficient and Lightweight Parameterizations of StyleGAN for One-shot and Few-shot Domain Adaptation ICCV 2023
Revisiting Sparse Retrieval for Few-shot Entity Linking EMNLP 2023
DemoSG: Demonstration-enhanced Schema-guided Generation for Low-resource Event Extraction EMNLP 2023
Regularisation for Efficient Softmax Parameter Generation in Low-Resource Text Classifiers IJCAI 2023
On Conditional and Compositional Language Model Differentiable Prompting IJCAI 2023
Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis ACL 2023
Focus Your Attention when Few-Shot Classification NIPS 2023
Few-shot Spanish-Aymara Machine Translation Using English-Aymara Lexicon ACL 2023
“A Little is Enough”: Few-Shot Quality Estimation based Corpus Filtering improves Machine Translation ACL 2023
Using Planning to Improve Semantic Parsing of Instructional Texts ACL 2023
With Prejudice to None: A Few-Shot, Multilingual Transfer Learning Approach to Detect Social Bias in Low Resource Languages ACL 2023
Reasoning Circuits: Few-shot Multi-hop Question Generation with Structured Rationales ACL 2023
ICL-D3IE: In-Context Learning with Diverse Demonstrations Updating for Document Information Extraction ICCV 2023
IXA at SemEval-2023 Task 2: Baseline Xlm-Roberta-base Approach ACL 2023
Leveraging Training Data in Few-Shot Prompting for Numerical Reasoning ACL 2023
Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training ACL 2023
Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation ACL 2023
CoAug: Combining Augmentation of Labels and Labelling Rules ACL 2023
DSPM-NLG: A Dual Supervised Pre-trained Model for Few-shot Natural Language Generation in Task-oriented Dialogue System ACL 2023
Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related Features EMNLP 2023
Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding ACL 2023
Learning With Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning CVPR 2023
Few-Shot Semantic Image Synthesis With Class Affinity Transfer CVPR 2023