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An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models
12 January 2024
Gantavya Bhatt
Yifang Chen
Arnav M. Das
Jifan Zhang
Sang T. Truong
Stephen Mussmann
Yinglun Zhu
Jeff Bilmes
S. Du
Kevin G. Jamieson
Jordan T. Ash
Robert D. Nowak
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Papers citing
"An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models"
14 / 14 papers shown
Title
ParetoHqD: Fast Offline Multiobjective Alignment of Large Language Models using Pareto High-quality Data
Haoran Gu
Handing Wang
Yi Mei
Mengjie Zhang
Yaochu Jin
27
1
0
23 Apr 2025
The Best Instruction-Tuning Data are Those That Fit
Dylan Zhang
Qirun Dai
Hao Peng
ALM
115
3
0
06 Feb 2025
COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation
Arnav M. Das
Gantavya Bhatt
Lilly Kumari
Sahil Verma
J. Bilmes
29
0
0
23 Dec 2024
Deep Active Learning in the Open World
Tian Xie
Jifan Zhang
Haoyue Bai
R. Nowak
VLM
62
0
0
10 Nov 2024
DELIFT: Data Efficient Language model Instruction Fine Tuning
Ishika Agarwal
Krishnateja Killamsetty
Lucian Popa
Marina Danilevksy
ALM
VLM
46
2
0
07 Nov 2024
Leveraging Open Knowledge for Advancing Task Expertise in Large Language Models
Yuncheng Yang
Yulei Qin
Tong Wu
Zihan Xu
Gang Li
...
Yuchen Shi
Ke Li
Xing Sun
Jie Yang
Yun Gu
ALM
OffRL
MoE
46
0
0
28 Aug 2024
Experimental Design for Active Transductive Inference in Large Language Models
Subhojyoti Mukherjee
Anusha Lalitha
Aniket Deshmukh
Ge Liu
Yifei Ma
B. Kveton
LRM
35
1
0
12 Apr 2024
Deep Submodular Peripteral Networks
Gantavya Bhatt
Arnav M. Das
Jeff Bilmes
36
1
0
13 Mar 2024
SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models
Yu Yang
Siddhartha Mishra
Jeffrey N Chiang
Baharan Mirzasoleiman
32
17
0
12 Mar 2024
Offline Multi-task Transfer RL with Representational Penalization
Avinandan Bose
S. S. Du
Maryam Fazel
OffRL
49
12
0
19 Feb 2024
Data Diversity Matters for Robust Instruction Tuning
Alexander Bukharin
Tuo Zhao
72
35
0
21 Nov 2023
Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks
Po-Nien Kung
Fan Yin
Di Wu
Kai-Wei Chang
Nanyun Peng
65
39
0
01 Nov 2023
Training language models to follow instructions with human feedback
Long Ouyang
Jeff Wu
Xu Jiang
Diogo Almeida
Carroll L. Wainwright
...
Amanda Askell
Peter Welinder
Paul Christiano
Jan Leike
Ryan J. Lowe
OSLM
ALM
303
11,730
0
04 Mar 2022
Efficiently Identifying Task Groupings for Multi-Task Learning
Christopher Fifty
Ehsan Amid
Zhe Zhao
Tianhe Yu
Rohan Anil
Chelsea Finn
201
235
1
10 Sep 2021
1