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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Large Language Models for Mathematical Reasoning: Progresses and Challenges EACL 2024
eagerlearners at SemEval2024 Task 5: The Legal Argument Reasoning Task in Civil Procedure NAACL 2024
Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning IJCAI 2024
PMRC: Prompt-Based Machine Reading Comprehension for Few-Shot Named Entity Recognition AAAI 2024
HSE NLP Team at MEDIQA-CORR 2024 Task: In-Prompt Ensemble with Entities and Knowledge Graph for Medical Error Correction NAACL 2024
Team NLPeers at Chemotimelines 2024: Evaluation of two timeline extraction methods, can generative LLM do it all or is smaller model fine-tuning still relevant ? NAACL 2024
Edinburgh Clinical NLP at MEDIQA-CORR 2024: Guiding Large Language Models with Hints NAACL 2024
Reinforcement Tuning for Detecting Stances and Debunking Rumors Jointly with Large Language Models ACL 2024
KnowLab_AIMed at MEDIQA-CORR 2024: Chain-of-Though (CoT) prompting strategies for medical error detection and correction NAACL 2024
KU-DMIS at MEDIQA-CORR 2024: Exploring the Reasoning Capabilities of Small Language Models in Medical Error Correction NAACL 2024
Designing Informative Metrics for Few-Shot Example Selection ACL 2024
Multi-Resolution Active Learning of Fourier Neural Operators AISTATS 2024
Chain-of-Quizzes: Pedagogy-inspired Example Selection in In-Context-Learning ACL 2024
Pushing the Limits of Low-Resource NER Using LLM Artificial Data Generation ACL 2024
uTeBC-NLP at SemEval-2024 Task 9: Can LLMs be Lateral Thinkers? SEMEVAL 2024
Prompting open-source and commercial language models for grammatical error correction of English learner text ACL 2024
MediFact at MEDIQA-CORR 2024: Why AI Needs a Human Touch NAACL 2024
EM_Mixers at MEDIQA-CORR 2024: Knowledge-Enhanced Few-Shot In-Context Learning for Medical Error Detection and Correction NAACL 2024
NumDecoders at SemEval-2024 Task 7: FlanT5 and GPT enhanced with CoT for Numerical Reasoning SEMEVAL 2024
MultiVerse: Efficient and Expressive Zero-Shot Multi-Task Text-to-Speech EMNLP 2024
UniAudio 1.5: Large Language Model-Driven Audio Codec is A Few-Shot Audio Task Learner NIPS 2024
Cost-Efficient Subjective Task Annotation and Modeling through Few-Shot Annotator Adaptation EMNLP 2024
FtG-CoT at SemEval-2024 Task 9: Solving Sentence Puzzles Using Fine-Tuned Language Models and Zero-Shot CoT Prompting SEMEVAL 2024
ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes NAACL 2024
Data-Efficient Graph Learning AAAI 2024