How Many Validation Labels Do You Need? Exploring the Design Space of
Label-Efficient Model Ranking

How Many Validation Labels Do You Need? Exploring the Design Space of Label-Efficient Model Ranking

4 December 2023

Papers citing "How Many Validation Labels Do You Need? Exploring the Design Space of Label-Efficient Model Ranking"

10 / 10 papers shown

Title
The New Agronomists: Language Models are Experts in Crop Management Jing Wu Zhixin Lai Suiyao Chen Ran Tao Pan Zhao N. Hovakimyan 26 19 0 28 Mar 2024
Residual-based Language Models are Free Boosters for Biomedical Imaging Zhixin Lai Jing Wu Suiyao Chen Yucheng Zhou N. Hovakimyan MedIm 30 26 0 26 Mar 2024
Adaptive Ensembles of Fine-Tuned Transformers for LLM-Generated Text Detection Zhixin Lai Xuesheng Zhang Suiyao Chen DeLMO 33 30 0 20 Mar 2024
An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models Gantavya Bhatt Yifang Chen Arnav M. Das Jifan Zhang Sang T. Truong ... Jeff Bilmes S. Du Kevin G. Jamieson Jordan T. Ash Robert D. Nowak 29 14 0 12 Jan 2024
Cold-Start Data Selection for Few-shot Language Model Fine-tuning: A Prompt-Based Uncertainty Propagation Approach Yue Yu Rongzhi Zhang Ran Xu Jieyu Zhang Jiaming Shen Chao Zhang 42 21 0 15 Sep 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 205 1,654 0 15 Oct 2021
FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling Bowen Zhang Yidong Wang Wenxin Hou Hao Wu Jindong Wang Manabu Okumura T. Shinozaki AAML 215 861 0 15 Oct 2021
Creating Training Sets via Weak Indirect Supervision Jieyu Zhang Bohan Wang Xiangchen Song Yujing Wang Yaming Yang Jing Bai Alexander Ratner OffRL 43 17 0 07 Oct 2021
FLEX: Unifying Evaluation for Few-Shot NLP Jonathan Bragg Arman Cohan Kyle Lo Iz Beltagy 195 104 0 15 Jul 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 277 1,114 0 18 Apr 2021