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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning ICCV 2025
Semi-ViM: Bidirectional State Space Model for Mitigating Label Imbalance in Semi-Supervised Learning ICCV 2025
Flexi-FSCIL: Adaptive Knowledge Retention for Breaking the Stability-Plasticity Dilemma in Few-Shot Class-Incremental Learning ICCV 2025
Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs AAAI 2025
PerCoR: Evaluating Commonsense Reasoning in Persian via Multiple-Choice Sentence Completion AACL 2025
HyGenar: An LLM-Driven Hybrid Genetic Algorithm for Few-Shot Grammar Generation ACL 2025
COMI-LINGUA: Expert Annotated Large-Scale Dataset for Multitask NLP in Hindi-English Code-Mixing EMNLP 2025
Partial Order-centered Hyperbolic Representation Learning for Few-shot Relation Extraction COLING 2025
Acquiring Bidirectionality via Large and Small Language Models COLING 2025
Uncertainty Quantification for In-Context Learning of Large Language Models NAACL 2024
Leveraging Machine-Generated Rationales to Facilitate Social Meaning Detection in Conversations ACL 2024
On-the-fly Definition Augmentation of LLMs for Biomedical NER NAACL 2024
ROCES: Robust Class Expression Synthesis in Description Logics via Iterative Sampling IJCAI 2024
QueryAgent: A Reliable and Efficient Reasoning Framework with Environmental Feedback based Self-Correction ACL 2024
BUFFET: Benchmarking Large Language Models for Few-shot Cross-lingual Transfer NAACL 2024
Take One Step at a Time to Know Incremental Utility of Demonstration: An Analysis on Reranking for Few-Shot In-Context Learning NAACL 2024
Investigating the Robustness of Modelling Decisions for Few-Shot Cross-Topic Stance Detection: A Preregistered Study COLING 2024
In-context Mixing (ICM): Code-mixed Prompts for Multilingual LLMs ACL 2024
Know-Adapter: Towards Knowledge-Aware Parameter-Efficient Transfer Learning for Few-shot Named Entity Recognition COLING 2024
With a Little Help from Language: Semantic Enhanced Visual Prototype Framework for Few-Shot Learning IJCAI 2024
Can LLMs Learn from Previous Mistakes? Investigating LLMs’ Errors to Boost for Reasoning ACL 2024
A Simple Image Segmentation Framework via In-Context Examples NIPS 2024
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models ACL 2024
In-context Learning Generalizes, But Not Always Robustly: The Case of Syntax NAACL 2024
Continuous Attentive Multimodal Prompt Tuning for Few-Shot Multimodal Sarcasm Detection CONLL 2024