task diversity

Differential learning kinetics govern the transition from memorization to generalization during in-context learning ICLR 2025 Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs EMNLP 2025 TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types ICLR 2025 When can in-context learning generalize out of task distribution? ICML 2025 Enabling Adaptive Agent Training in Open-Ended Simulators by Targeting Diversity NeurIPS 2024 Generalization to New Sequential Decision Making Tasks with In-Context Learning ICML 2024 Vision-Flan: Scaling Human-Labeled Tasks in Visual Instruction Tuning ACL 2024 Few-shot Adaptation Works with UnpredicTable Data ACL 2023 How Predictable Are Large Language Model Capabilities? A Case Study on BIG-bench EMNLP 2023 Pretraining task diversity and the emergence of non-Bayesian in-context learning for regression NeurIPS 2023 The Effect of Diversity in Meta-Learning AAAI 2023 On the Theory of Transfer Learning: The Importance of Task Diversity NeurIPS 2020 Diverse Few-Shot Text Classification with Multiple Metrics NAACL 2018