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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Relevant Intrinsic Feature Enhancement Network for Few-Shot Semantic Segmentation AAAI 2024
MuTox: Universal MUltilingual Audio-based TOXicity Dataset and Zero-shot Detector ACL 2024
The Impact of Demonstrations on Multilingual In-Context Learning: A Multidimensional Analysis ACL 2024
An Empirical Study of In-context Learning in LLMs for Machine Translation ACL 2024
Sensitivity, Performance, Robustness: Deconstructing the Effect of Sociodemographic Prompting EACL 2024
Multi-Resolution Active Learning of Fourier Neural Operators AISTATS 2024
Clustering-based Sampling for Few-Shot Cross-Domain Keyphrase Extraction EACL 2024
Latent Learningscape Guided In-context Learning ACL 2024
uTeBC-NLP at SemEval-2024 Task 9: Can LLMs be Lateral Thinkers? SEMEVAL 2024
Chem-FINESE: Validating Fine-Grained Few-shot Entity Extraction through Text Reconstruction EACL 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
Teaching Large Language Models an Unseen Language on the Fly ACL 2024
Adaptive Parametric Prototype Learning for Cross-Domain Few-Shot Classification AISTATS 2024
Few-Shot Event Argument Extraction Based on a Meta-Learning Approach NAACL 2024
EIVEN: Efficient Implicit Attribute Value Extraction using Multimodal LLM NAACL 2024
LLMs for Low Resource Languages in Multilingual, Multimodal and Dialectal Settings EACL 2024
CableInspect-AD: An Expert-Annotated Anomaly Detection Dataset NIPS 2024
Investigating grammatical abstraction in language models using few-shot learning of novel noun gender EACL 2024
Is Programming by Example Solved by LLMs? NIPS 2024
LeRet: Language-Empowered Retentive Network for Time Series Forecasting IJCAI 2024
Large Language Models for Mathematical Reasoning: Progresses and Challenges EACL 2024