{"total":15,"rows":[{"id":"2311.08298","title":"A Survey of Confidence Estimation and Calibration in Large Language Models","created":"2023-11-14","cited_by_count":256,"area":null},{"id":"2305.10703","title":"ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval","created":"2023-05-18","cited_by_count":26,"area":null},{"id":"2301.03726","title":"Neighborhood-Regularized Self-Training for Learning with Few Labels","created":"2023-01-10","cited_by_count":14,"area":null},{"id":"2306.10087","title":"ActiveGLAE: A Benchmark for Deep Active Learning with Transformers","created":"2023-06-16","cited_by_count":14,"area":null},{"id":"2306.02532","title":"R-Mixup: Riemannian Mixup for Biological Networks","created":"2023-06-05","cited_by_count":9,"area":null},{"id":"2310.08923","title":"Towards Informative Few-Shot Prompt with Maximum Information Gain for In-Context Learning","created":"2023-10-13","cited_by_count":9,"area":null},{"id":"2312.01619","title":"How Many Validation Labels Do You Need? Exploring the Design Space of Label-Efficient Model Ranking","created":"2023-12-04","cited_by_count":8,"area":null},{"id":"2211.11798","title":"Can You Label Less by Using Out-of-Domain Data? Active & Transfer Learning with Few-shot Instructions","created":"2022-11-21","cited_by_count":7,"area":null},{"id":"2310.18804","title":"Open Visual Knowledge Extraction via Relation-Oriented Multimodality Model Prompting","created":"2023-10-28","cited_by_count":5,"area":null},{"id":"2310.20153","title":"Interactive Multi-fidelity Learning for Cost-effective Adaptation of Language Model with Sparse Human Supervision","created":"2023-10-31","cited_by_count":4,"area":null},{"id":"2311.07099","title":"Explanation-aware Soft Ensemble Empowers Large Language Model In-context Learning","created":"2023-11-13","cited_by_count":4,"area":null},{"id":"2402.12627","title":"A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective","created":"2024-02-20","cited_by_count":1,"area":null},{"id":"2306.02859","title":"Local Boosting for Weakly-Supervised Learning","created":"2023-06-05","cited_by_count":0,"area":null},{"id":"2306.14314","title":"G-STO: Sequential Main Shopping Intention Detection via Graph-Regularized Stochastic Transformer","created":"2023-06-25","cited_by_count":0,"area":null},{"id":"2508.00957","title":"Small sample-based adaptive text classification through iterative and contrastive description refinement","created":"2025-08-01","cited_by_count":0,"area":null}],"next_cursor":null}