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SoLoPO: Unlocking Long-Context Capabilities in LLMs via Short-to-Long Preference Optimization

SoLoPO: Unlocking Long-Context Capabilities in LLMs via Short-to-Long Preference Optimization

16 May 2025
Huashan Sun
Shengyi Liao
Yansen Han
Yu Bai
Yang Gao
Cheng Fu
Weizhou Shen
Fanqi Wan
Ming Yan
J.N. Zhang
Fei Huang
ArXiv (abs)PDFHTML

Papers citing "SoLoPO: Unlocking Long-Context Capabilities in LLMs via Short-to-Long Preference Optimization"

10 / 10 papers shown
Title
Chunks as Arms: Multi-Armed Bandit-Guided Sampling for Long-Context LLM Preference Optimization
Chunks as Arms: Multi-Armed Bandit-Guided Sampling for Long-Context LLM Preference Optimization
Shaohua Duan
Xinze Li
Zhenghao Liu
Xiaoyuan Yi
Yukun Yan
Kaiyan Zhang
Yu Gu
Ge Yu
Maosong Sun
16
0
0
19 Aug 2025
A Comprehensive Survey on Long Context Language Modeling
A Comprehensive Survey on Long Context Language Modeling
Jiaheng Liu
Dawei Zhu
Zhiqi Bai
Yancheng He
Huanxuan Liao
...
Bo Zheng
Wangchunshu Zhou
Wenhao Huang
Sujian Li
Zhenru Zhang
LLMAG
172
28
0
20 Mar 2025
Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision
Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision
Dawei Zhu
Xiyu Wei
Guangxiang Zhao
Wenhao Wu
Haosheng Zou
Junfeng Ran
Xun Wang
Lin Sun
Xiangzheng Zhang
Sujian Li
LRM
187
6
0
28 Feb 2025
Generalizing From Short to Long: Effective Data Synthesis for Long-Context Instruction Tuning
Generalizing From Short to Long: Effective Data Synthesis for Long-Context Instruction Tuning
Wenhao Zhu
Pinzhen Chen
Hanxu Hu
Shujian Huang
Fei Yuan
Jiajun Chen
Alexandra Birch
SyDa
196
4
0
24 Feb 2025
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data
Cehao Yang
Xueyuan Lin
Chengjin Xu
Xuhui Jiang
Shengjie Ma
Aofan Liu
Hui Xiong
Jian Guo
LRM
144
6
0
18 Feb 2025
MoBA: Mixture of Block Attention for Long-Context LLMs
MoBA: Mixture of Block Attention for Long-Context LLMs
Enzhe Lu
Z. L. Jiang
Qingbin Liu
Yulun Du
Tao Jiang
...
N. Zhang
Zhilin Yang
Xinyu Zhou
Mingxing Zhang
J. Qiu
159
47
0
18 Feb 2025
LongReD: Mitigating Short-Text Degradation of Long-Context Large Language Models via Restoration Distillation
LongReD: Mitigating Short-Text Degradation of Long-Context Large Language Models via Restoration Distillation
Zican Dong
Junyi Li
Jinhao Jiang
Mingyu Xu
Wayne Xin Zhao
Bin Wang
Xin Wu
VLM
479
6
0
11 Feb 2025
What is Wrong with Perplexity for Long-context Language Modeling?
What is Wrong with Perplexity for Long-context Language Modeling?
Lizhe Fang
Yifei Wang
Zhaoyang Liu
Chenheng Zhang
Stefanie Jegelka
Jinyang Gao
Bolin Ding
Yisen Wang
268
16
0
31 Oct 2024
MDCure: A Scalable Pipeline for Multi-Document Instruction-Following
MDCure: A Scalable Pipeline for Multi-Document Instruction-Following
Gabrielle Kaili-May Liu
Bowen Shi
Avi Caciularu
Idan Szpektor
Arman Cohan
217
6
0
30 Oct 2024
How to Train Long-Context Language Models (Effectively)
How to Train Long-Context Language Models (Effectively)
Tianyu Gao
Alexander Wettig
Howard Yen
Danqi Chen
RALM
292
63
0
03 Oct 2024
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