Active Learning

Babysit A Language Model From Scratch: Interactive Language Learning by Trials and Demonstrations NAACL 2025 Batch Selection for Multi-Label Classification Guided by Uncertainty and Dynamic Label Correlations AAAI 2025 Can a Neural Model Guide Fieldwork? A Case Study on Morphological Data Collection COLING 2025 Can Unconfident LLM Annotations Be Used for Confident Conclusions? NAACL 2025 Co-DETECT: Collaborative Discovery of Edge Cases in Text Classification EMNLP 2025 Cognitive Bias and Reassignment: Who Can Contribute High Quality LLM Data AAAI 2025 Comparison-based Active Preference Learning for Multi-dimensional Personalization ACL 2025 Consensus-Driven Active Model Selection ICCV 2025 Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design IJCAI 2025 CRAAC: Consistency Regularised Active Learning with Automatic Corrections for Real-Life Road Image Annotations WACV 2025 CritiQ: Mining Data Quality Criteria from Human Preferences ACL 2025 CUTN_Bio at BioLaySumm: Multi-Task Prompt Tuning with External Knowledge and Readability adaptation for Layman Summarization ACL 2025 Data-Efficient Automatic Prompt Optimization for Memory-Enhanced Conversational Agents EMNLP 2025 Data Pruning by Information Maximization ICLR 2025 Data Quality Enhancement on the Basis of Diversity with Large Language Models for Text Classification: Uncovered, Difficult, and Noisy COLING 2025 Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025 DavIR: Data Selection via Implicit Reward for Large Language Models ACL 2025 Debiased Active Learning with Variational Gradient Rectifier AAAI 2025 DELIFT: Data Efficient Language model Instruction Fine-Tuning ICLR 2025 Deviate or Not: Learning Coalition Structures with Multiple-bit Observations in Games AAAI 2025 Dia-Lingle: A Gamified Interface for Dialectal Data Collection ACL 2025 Diffusion-Based Active Learning for Distributed Client Manifolds AAAI 2025 DocSpiral: A Platform for Integrated Assistive Document Annotation through Human-in-the-Spiral ACL 2025 Dual Domain Control via Active Learning for Remote Sensing Domain Incremental Object Detection ICCV 2025 DUO: Diverse, Uncertain, On-Policy Query Generation and Selection for Reinforcement Learning from Human Feedback AAAI 2025