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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Tdnguyen at CQs-Gen 2025: Adapt Large Language Models with Multi-Step Reasoning for Critical Questions Generation ACL 2025
Multi-Modal Few-Shot Temporal Action Segmentation ICCV 2025
CUET_SR34 at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs – Integrating NER and Argument Schemes ACL 2025
Verbalized Representation Learning for Interpretable Few-Shot Generalization ICCV 2025
Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025
CryoMAE: Few-Shot Cryo-EM Particle Picking with Masked Autoencoders WACV 2025
Can Large Language Models Classify and Generate Antimicrobial Resistance Genes? ACL 2025
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from related Example Banks NAACL 2025
Virtual CRISPR: Can LLMs Predict CRISPR Screen Results? ACL 2025
Saama Technologies at SemEval-2025 Task 8: Few-shot prompting with LLM-generated examples for question answering on tabular data SEMEVAL 2025
Few-Shot Prompting, Full-Scale Confusion: Evaluating Large Language Models for Humor Detection in Croatian Tweets ACL 2025
PALI-NLP at SemEval 2025 Task 1: Multimodal Idiom Recognition and Alignment SEMEVAL 2025
Fine-Tuning vs Prompting Techniques for Gender-Fair Rewriting of Machine Translations ACL 2025
Rolling the DICE on Idiomaticity: How LLMs Fail to Grasp Context ACL 2025
Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition AAAI 2025
Classifying Unreliable Narrators with Large Language Models ACL 2025
Howard University-AI4PC at SemEval-2025 Task 8: DeepTabCoder - Code-based Retrieval and In-context Learning for Question-Answering over Tabular Data ACL 2025
Few-Shot Coreference Resolution with Semantic Difficulty Metrics and In-Context Learning EMNLP 2025
Empaths at SemEval-2025 Task 11: Retrieval-Augmented Approach to Perceived Emotions Prediction ACL 2025
Exploring the Role of Transliteration in In-Context Learning for Low-resource Languages Written in Non-Latin Scripts EMNLP 2025
GinGer at SemEval-2025 Task 11: Leveraging Fine-Tuned Transformer Models and LoRA for Sentiment Analysis in Low-Resource Languages ACL 2025
A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities EMNLP 2025
Partial Order-centered Hyperbolic Representation Learning for Few-shot Relation Extraction COLING 2025
Detecting Sockpuppetry on Wikipedia Using Meta-Learning ACL 2025
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset ACL 2025