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PAFT: A Parallel Training Paradigm for Effective LLM Fine-Tuning

PAFT: A Parallel Training Paradigm for Effective LLM Fine-Tuning

25 June 2024
Shiva K. Pentyala
Zhichao Wang
Bin Bi
Kiran Ramnath
Xiang-Bo Mao
Regunathan Radhakrishnan
S. Asur
Na
Cheng
    MoMe
ArXiv (abs)PDFHTML

Papers citing "PAFT: A Parallel Training Paradigm for Effective LLM Fine-Tuning"

5 / 5 papers shown
Title
Mixup Model Merge: Enhancing Model Merging Performance through Randomized Linear Interpolation
Mixup Model Merge: Enhancing Model Merging Performance through Randomized Linear Interpolation
Yue Zhou
Yi-Ju Chang
Yuan Wu
MoMe
122
3
0
21 Feb 2025
UFT: Unifying Fine-Tuning of SFT and RLHF/DPO/UNA through a Generalized Implicit Reward Function
UFT: Unifying Fine-Tuning of SFT and RLHF/DPO/UNA through a Generalized Implicit Reward Function
Zhichao Wang
Bin Bi
Z. Zhu
Xiangbo Mao
Jun Wang
Shiyu Wang
CLL
79
1
0
28 Oct 2024
SummAct: Uncovering User Intentions Through Interactive Behaviour
  Summarisation
SummAct: Uncovering User Intentions Through Interactive Behaviour Summarisation
Guanhua Zhang
Mohamed Ahmed
Zhiming Hu
Andreas Bulling
AI4TS
46
1
0
10 Oct 2024
Anchored Preference Optimization and Contrastive Revisions: Addressing
  Underspecification in Alignment
Anchored Preference Optimization and Contrastive Revisions: Addressing Underspecification in Alignment
Karel DÓosterlinck
Winnie Xu
Chris Develder
Thomas Demeester
A. Singh
Christopher Potts
Douwe Kiela
Shikib Mehri
80
17
0
12 Aug 2024
Right Now, Wrong Then: Non-Stationary Direct Preference Optimization under Preference Drift
Right Now, Wrong Then: Non-Stationary Direct Preference Optimization under Preference Drift
Seongho Son
William Bankes
Sayak Ray Chowdhury
Brooks Paige
Ilija Bogunovic
122
4
0
26 Jul 2024
1