conftrace_

task diversity

9 papers

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Co-occurring keywords

few-shot learning (3398) transfer learning (5449) benchmark evaluation (1556) evolutionary algorithm (264) visual instruction tuning (35) model scaling (135) performance prediction (72) supervised finetuning (9) label-efficient learning (25) annotation budget (18)

Papers

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs EMNLP 2025
Enabling Adaptive Agent Training in Open-Ended Simulators by Targeting Diversity NIPS 2024
Vision-Flan: Scaling Human-Labeled Tasks in Visual Instruction Tuning ACL 2024
Few-shot Adaptation Works with UnpredicTable Data ACL 2023
The Effect of Diversity in Meta-Learning AAAI 2023
Pretraining task diversity and the emergence of non-Bayesian in-context learning for regression NIPS 2023
How Predictable Are Large Language Model Capabilities? A Case Study on BIG-bench EMNLP 2023
On the Theory of Transfer Learning: The Importance of Task Diversity NIPS 2020
Diverse Few-Shot Text Classification with Multiple Metrics NAACL 2018