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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

CUET_SR34 at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs – Integrating NER and Argument Schemes ACL 2025
Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025
Can Large Language Models Classify and Generate Antimicrobial Resistance Genes? ACL 2025
Virtual CRISPR: Can LLMs Predict CRISPR Screen Results? ACL 2025
Few-Shot Prompting, Full-Scale Confusion: Evaluating Large Language Models for Humor Detection in Croatian Tweets ACL 2025
Fine-Tuning vs Prompting Techniques for Gender-Fair Rewriting of Machine Translations ACL 2025
Saama Technologies at SemEval-2025 Task 8: Few-shot prompting with LLM-generated examples for question answering on tabular data 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
Empaths at SemEval-2025 Task 11: Retrieval-Augmented Approach to Perceived Emotions Prediction ACL 2025
GinGer at SemEval-2025 Task 11: Leveraging Fine-Tuned Transformer Models and LoRA for Sentiment Analysis in Low-Resource Languages ACL 2025
Improving Sentiment Analysis for Ukrainian Social Media Code-Switching Data ACL 2025
WETBench: A Benchmark for Detecting Task-Specific Machine-Generated Text on Wikipedia ACL 2025
Implicit Hate Target Span Detection in Zero- and Few-Shot Settings with Selective Sub-Billion Parameter Models ACL 2025
DocIE@XLLM25: UIEPrompter: A Unified Training-Free Framework for universal document-level information extraction via Structured Prompt ACL 2025
Analyzing Interview Questions via Bloom’s Taxonomy to Enhance the Design Thinking Process ACL 2025
LLMs for Detection and Classification of Persuasion Techniques in Slavic Parliamentary Debates and Social Media Texts ACL 2025
Multilabel Classification of Persuasion Techniques with self-improving LLM agent: SlavicNLP 2025 Shared Task ACL 2025
Evaluating LLMs with Multiple Problems at once ACL 2025
Howard University-AI4PC at SemEval-2025 Task 7: Crosslingual Fact-Checked Claim Retrieval-Combining Zero-Shot Claim Extraction and KNN-Based Classification for Multilingual Claim Matching ACL 2025
SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning AAAI 2025
Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning AAAI 2025
FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025
Factors Affecting Translation Quality in In-context Learning for Multilingual Medical Domain EMNLP 2025
Sarc7: Evaluating Sarcasm Detection and Generation with Seven Types and Emotion-Informed Techniques EMNLP 2025
Clear Up Confusion: Iterative Differential Generation for Fine-grained Intent Detection with Contrastive Feedback COLING 2025