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few-shot learning

3390 papers

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Also known as

FSL FEW-SHOT FSS

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

HiTZ-Ixa at SemEval-2025 Task 1: Multimodal Idiomatic Language Understanding ACL 2025
Adaptive Collaborative Labeling with MLLMs for Low-Resource Multimodal Emotion Recognition IJCNLP 2025
Ibom NLP: A Step Toward Inclusive Natural Language Processing for Nigeria’s Minority Languages IJCNLP 2025
Simplified Rewriting Improves Expert Summarization IJCNLP 2025
Exploring LLM Priming Strategies for Few-Shot Stance Classification ACL 2025
BridG MT: Enhancing LLMs’ Machine Translation Capabilities with Sentence Bridging and Gradual MT ACL 2025
Memory-Reduced Meta-Learning with Guaranteed Convergence AAAI 2025
Modeling Background Knowledge with Frame Semantics for Fine-grained Sentiment Classification ACL 2025
FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding COLING 2025
Mitigating Label Length Bias in Large Language Models IJCNLP 2025
Enhancing Automatic Term Extraction with Large Language Models via Syntactic Retrieval ACL 2025
GPT-NER: Named Entity Recognition via Large Language Models NAACL 2025
Evaluation of Large Language Models on Arabic Punctuation Prediction COLING 2025
Virtual CRISPR: Can LLMs Predict CRISPR Screen Results? ACL 2025
LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025
LIMICS at ArchEHR-QA 2025: Prompting LLMs Beats Fine-Tuned Embeddings ACL 2025
Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP AAAI 2025
Empowering Persuasion Detection in Slavic Texts through Two-Stage Generative Reasoning ACL 2025
Multi-Prompting Decoder Helps Better Language Understanding ACL 2025
Argumentative Fallacy Detection in Political Debates ACL 2025
XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples NAACL 2025
sPhinX: Sample Efficient Multilingual Instruction Fine-Tuning Through N-shot Guided Prompting ACL 2025
NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025
Neural at ArchEHR-QA 2025: Agentic Prompt Optimization for Evidence-Grounded Clinical Question Answering ACL 2025
Exploring In-context Example Generation for Machine Translation ACL 2025