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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Leveraging Code to Improve In-Context Learning for Semantic Parsing NAACL 2024
Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting IJCAI 2024
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation Extraction EMNLP 2024
Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation NIPS 2024
Multi-Scale Prompt Memory-Augmented Model for Black-Box Scenarios NAACL 2024
OneNet: A Fine-Tuning Free Framework for Few-Shot Entity Linking via Large Language Model Prompting EMNLP 2024
Tree of Problems: Improving structured problem solving with compositionality EMNLP 2024
CoverICL: Selective Annotation for In-Context Learning via Active Graph Coverage EMNLP 2024
M2SD:Multiple Mixing Self-Distillation for Few-Shot Class-Incremental Learning AAAI 2024
Cross-Modal Feature Distribution Calibration for Few-Shot Visual Question Answering AAAI 2024
Few-Shot Semantic Dependency Parsing via Graph Contrastive Learning COLING 2024
SymKGQA: Few-Shot Knowledge Graph Question Answering via Symbolic Program Generation and Execution ACL 2024
Seed-Free Synthetic Data Generation Framework for Instruction-Tuning LLMs: A Case Study in Thai ACL 2024
HyperMix: Out-of-Distribution Detection and Classification in Few-Shot Settings WACV 2024
A Deep Probabilistic Spatiotemporal Framework for Dynamic Graph Representation Learning with Application to Brain Disorder Identification IJCAI 2024
Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context Learning ACL 2024
Visual Attention Prompted Prediction and Learning IJCAI 2024
Benchmarking Hallucination in Large Language Models Based on Unanswerable Math Word Problem COLING 2024
Discriminative Language Model as Semantic Consistency Scorer for Prompt-based Few-Shot Text Classification COLING 2024
Enhancing Few-Shot Topic Classification with Verbalizers. a Study on Automatic Verbalizer and Ensemble Methods COLING 2024
Active Learning Design Choices for NER with Transformers COLING 2024
Annotation and Classification of Relevant Clauses in Terms-and-Conditions Contracts COLING 2024
Named Entity Recognition Under Domain Shift via Metric Learning for Life Sciences NAACL 2024
AnaloBench: Benchmarking the Identification of Abstract and Long-context Analogies EMNLP 2024
NLP at UC Santa Cruz at SemEval-2024 Task 5: Legal Answer Validation using Few-Shot Multi-Choice QA SEMEVAL 2024