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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

GPT-NER: Named Entity Recognition via Large Language Models NAACL 2025
Learning to Search Effective Example Sequences for In-Context Learning NAACL 2025
Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization NAACL 2025
BridG MT: Enhancing LLMs’ Machine Translation Capabilities with Sentence Bridging and Gradual MT ACL 2025
UCSP Submission to the AmericasNLP 2025 Shared Task NAACL 2025
YNU-HPCC at SemEval-2025 Task 2: Local Cache and Online Retrieval-Based method for Entity-Aware Machine Translation ACL 2025
From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025
In-Context Learning on a Budget: A Case Study in Token Classification NAACL 2025
Exploring Limitations of LLM Capabilities with Multi-Problem Evaluation NAACL 2025
Optimizing Cost-Efficiency with LLM-Generated Training Data for Conversational Semantic Frame Analysis NAACL 2025
ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models NAACL 2025
Using LLMs to Advance Idiom Corpus Construction NAACL 2025
Investigating Adapters for Parameter-efficient Low-resource Automatic Speech Recognition NAACL 2025
Speaker Identification and Dataset Construction Using LLMs: A Case Study on Japanese Narratives NAACL 2025
Enhancing NER Performance in Low-Resource Pakistani Languages using Cross-Lingual Data Augmentation NAACL 2025
Latte: Transfering LLMs' Latent-level Knowledge for Few-shot Tabular Learning IJCAI 2025
Object-level Correlation for Few-Shot Segmentation ICCV 2025
Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025
Is Meta-Learning Out? Rethinking Unsupervised Few-Shot Classification with Limited Entropy ICCV 2025
Exploring LLM Priming Strategies for Few-Shot Stance Classification ACL 2025
Adaptive Linguistic Prompting (ALP) Enhances Phishing Webpage Detection in Multimodal Large Language Models ACL 2025
Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research ACL 2025
Empowering Persuasion Detection in Slavic Texts through Two-Stage Generative Reasoning ACL 2025
Sample-Efficient Behavior Cloning Using General Domain Knowledge IJCAI 2025
Enhancing Automatic Term Extraction with Large Language Models via Syntactic Retrieval ACL 2025