few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

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

An Analysis of the Impact of Problem Paraphrasing on LLM-Based Mathematical Problem Solving AACL 2025

Classifying Unreliable Narrators with Large Language Models ACL 2025

Empaths at SemEval-2025 Task 11: Retrieval-Augmented Approach to Perceived Emotions Prediction SEMEVAL 2025

CSIRO LT at SemEval-2025 Task 8: Answering Questions over Tabular Data using LLMs SEMEVAL 2025

DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective EMNLP 2025

ALGEN: Few-shot Inversion Attacks on Textual Embeddings via Cross-Model Alignment and Generation ACL 2025

AraReasoner: Evaluating Reasoning-Based LLMs for Arabic NLP EMNLP 2025

More Text, Less Point: Towards 3D Data-Efficient Point-Language Understanding AAAI 2025

Emotion Train at SemEval-2025 Task 11: Comparing Generative and Discriminative Models in Emotion Recognition SEMEVAL 2025

On Many-Shot In-Context Learning for Long-Context Evaluation ACL 2025

Revealing the impact of synthetic native samples and multi-tasking strategies in Hindi-English code-mixed humour and sarcasm detection EMNLP 2025

DNB-AI-Project at SemEval-2025 Task 5: An LLM-Ensemble Approach for Automated Subject Indexing SEMEVAL 2025

gowithnlp at SemEval-2025 Task 10: Leveraging Entity-Centric Chain of Thought and Iterative Prompt Refinement for Multi-Label Classification SEMEVAL 2025

Writing Like the Best: Exemplar-Based Expository Text Generation ACL 2025

Enhancing Chain of Thought Prompting in Large Language Models via Reasoning Patterns AAAI 2025

Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration CVPR 2025

On Evaluation Protocols for Data Augmentation in a Limited Data Scenario COLING 2025

Hidden in Plain Sight: Evaluation of the Deception Detection Capabilities of LLMs in Multimodal Settings ACL 2025

Revisiting Multimodal Fusion for 3D Anomaly Detection from an Architectural Perspective AAAI 2025

Classifier-Augmented Generation for Structured Workflow Prediction EMNLP 2025

MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition EMNLP 2025

YNU-HPCC at SemEval-2025 Task 2: Local Cache and Online Retrieval-Based method for Entity-Aware Machine Translation ACL 2025

CycleOIE: A Low-Resource Training Framework For Open Information Extraction COLING 2025

Is this Chatbot Trying to Sell Something? Towards Oversight of Chatbot Sales Tactics EMNLP 2025

Retriv at BLP-2025 Task 2: Test-Driven Feedback-Guided Framework for Bangla-to-Python Code Generation AACL 2025