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Beyond IID: Optimizing Instruction Learning from the Perspective of
  Instruction Interaction and Dependency

Beyond IID: Optimizing Instruction Learning from the Perspective of Instruction Interaction and Dependency

11 September 2024
hanyu Zhao
Li Du
Yiming Ju
Chengwei Wu
Tengfei Pan
ArXivPDFHTML

Papers citing "Beyond IID: Optimizing Instruction Learning from the Perspective of Instruction Interaction and Dependency"

3 / 3 papers shown
Title
Exploring the Potential of Offline RL for Reasoning in LLMs: A Preliminary Study
Exploring the Potential of Offline RL for Reasoning in LLMs: A Preliminary Study
Xiaoyu Tian
Sitong Zhao
Haotian Wang
Shuaiting Chen
Yiping Peng
Yunjie Ji
Han Zhao
Xiangang Li
OffRL
LRM
27
0
0
04 May 2025
DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training
DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training
Xiaoyu Tian
Sitong Zhao
Haotian Wang
Shuaiting Chen
Yiping Peng
Yunjie Ji
Han Zhao
Xiangang Li
LRM
57
1
0
24 Apr 2025
SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models
SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models
Jiale Cheng
Xiao-Chang Liu
C. Wang
Xiaotao Gu
Y. Lu
Dan Zhang
Yuxiao Dong
J. Tang
Hongning Wang
Minlie Huang
LRM
123
3
0
16 Dec 2024
1