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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Classifier-Augmented Generation for Structured Workflow Prediction EMNLP 2025
Argumentative Fallacy Detection in Political Debates ACL 2025
Gradient Flush at Slavic NLP 2025 Task: Leveraging Slavic BERT and Translation for Persuasion Techniques Classification ACL 2025
UncleLM at SemEval-2025 Task 11: RAG-Based Few-Shot Learning and Fine-Tuned Encoders for Multilingual Emotion Detection ACL 2025
OPI-DRO-HEL at SemEval-2025 Task 9: Integrating Transformer-Based Classification with LLM-Assisted Few-Shot Learning for Food Hazard Detection ACL 2025
Self-Contrastive Loop of Thought Method for Text-to-SQL Based on Large Language Model ACL 2025
FaST: Feature-aware Sampling and Tuning for Personalized Preference Alignment with Limited Data EMNLP 2025
Exploring Quality and Diversity in Synthetic Data Generation for Argument Mining EMNLP 2025
ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models NAACL 2025
Exploring Limitations of LLM Capabilities with Multi-Problem Evaluation NAACL 2025
Mixtures of In-Context Learners ACL 2025
Using LLMs to Advance Idiom Corpus Construction NAACL 2025
Object-level Correlation for Few-Shot Segmentation ICCV 2025
A baseline for self-state identification and classification in mental health data: CLPsych 2025 Task NAACL 2025
YNU-HPCC at SemEval-2025 Task 2: Local Cache and Online Retrieval-Based method for Entity-Aware Machine Translation ACL 2025
Emotion Train at SemEval-2025 Task 11: Comparing Generative and Discriminative Models in Emotion Recognition ACL 2025
Optimizing Cost-Efficiency with LLM-Generated Training Data for Conversational Semantic Frame Analysis NAACL 2025
FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding COLING 2025
Evaluation of Large Language Models on Arabic Punctuation Prediction COLING 2025
DweshVaani: An LLM for Detecting Religious Hate Speech in Code-Mixed Hindi-English COLING 2025
The contribution of LLMs to relation extraction in the economic field COLING 2025
Generating Financial News Articles from Factors of Stock Price Rise / Decline by LLMs COLING 2025
Enhancing Causal Relationship Detection Using Prompt Engineering and Large Language Models COLING 2025
BabyLMs for isiXhosa: Data-Efficient Language Modelling in a Low-Resource Context COLING 2025
From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025