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An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models.

, , , , , , , , , , , and . ACL (Findings), page 6549-6560. Association for Computational Linguistics, (2024)

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Streaming Active Learning with Deep Neural Networks., , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 30005-30021. PMLR, (2023)Understanding Contrastive Learning Requires Incorporating Inductive Biases., , , , , , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 19250-19286. PMLR, (2022)End-to-end Training of Deep Probabilistic CCA on Paired Biomedical Observations., , , and . UAI, volume 115 of Proceedings of Machine Learning Research, page 945-955. AUAI Press, (2019)On Warm-Starting Neural Network Training., and . NeurIPS, (2020)Learning Composable Energy Surrogates for PDE Order Reduction., , , , and . NeurIPS, (2020)Transformers Learn Shortcuts to Automata., , , , and . ICLR, OpenReview.net, (2023)Multi-Source Domain Adaptation Using Approximate Label Matching., and . CoRR, (2016)Investigating the Role of Negatives in Contrastive Representation Learning., , , and . CoRR, (2021)Understanding and Improving Neural Active Learning on Heteroskedastic Distributions., , , , , and . ECAI, volume 372 of Frontiers in Artificial Intelligence and Applications, page 1248-1255. IOS Press, (2023)Gone Fishing: Neural Active Learning with Fisher Embeddings., , , and . NeurIPS, page 8927-8939. (2021)