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conftrace_

performance variance

5 papers

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Co-occurring keywords · papers mentioning both

random seed (2) transfer learning (2) few-shot learning (2) fine-tuning instability (1) collaborative pretraining (1) prediction consistency (1) performance fairness (1) instability measurement (1) large language model (1) measurement validity (1)

Papers

Assessing the Macro and Micro Effects of Random Seeds on Fine-Tuning Large Language Models IJCNLP 2025 Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance EMNLP 2025 Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks AAAI 2025 Revisiting Fairness in Multitask Learning: A Performance-Driven Approach for Variance Reduction CVPR 2025 Measuring the Instability of Fine-Tuning ACL 2023