SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflection

SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflection

26 February 2024

Baotian Hu

Min Zhang

Papers citing "SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflection"

8 / 8 papers shown

Title
LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning Xiaotian Lin Yanlin Qi Yizhang Zhu Themis Palpanas Chengliang Chai Nan Tang Yuyu Luo 26 0 0 12 May 2025
Advancing MAPF towards the Real World: A Scalable Multi-Agent Realistic Testbed (SMART) Jingtian Yan Zhifei Li William Kang Yulun Zhang Stephen Smith Jiaoyang Li 48 0 0 03 Mar 2025
Stronger Models are NOT Stronger Teachers for Instruction Tuning Zhangchen Xu Fengqing Jiang Luyao Niu Bill Yuchen Lin Radha Poovendran ALM 56 5 0 11 Nov 2024
Take the essence and discard the dross: A Rethinking on Data Selection for Fine-Tuning Large Language Models Ziche Liu Rui Ke Feng Jiang Feng Jiang Haizhou Li 69 1 0 20 Jun 2024
Long Is More for Alignment: A Simple but Tough-to-Beat Baseline for Instruction Fine-Tuning Hao Zhao Maksym Andriushchenko Francesco Croce Nicolas Flammarion ALM 97 44 0 07 Feb 2024
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 77 40 0 01 Nov 2023
Towards Making the Most of ChatGPT for Machine Translation Keqin Peng Liang Ding Qihuang Zhong Li Shen Xuebo Liu Min Zhang Y. Ouyang Dacheng Tao LRM 91 210 0 24 Mar 2023
Understanding and Improving Lexical Choice in Non-Autoregressive Translation Liang Ding Longyue Wang Xuebo Liu Derek F. Wong Dacheng Tao Zhaopeng Tu 107 77 0 29 Dec 2020