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Amplify Adjacent Token Differences: Enhancing Long Chain-of-Thought Reasoning with Shift-FFN

Amplify Adjacent Token Differences: Enhancing Long Chain-of-Thought Reasoning with Shift-FFN

22 May 2025
Yao Xu
Mingyu Xu
Fangyu Lei
Wangtao Sun
Xiangrong Zeng
Bingning Wang
Guang Liu
Shizhu He
Jun Zhao
Kang Liu
    LRM
ArXiv (abs)PDFHTML

Papers citing "Amplify Adjacent Token Differences: Enhancing Long Chain-of-Thought Reasoning with Shift-FFN"

7 / 7 papers shown
Title
MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration
MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence CalibrationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Zhitao He
Sandeep Polisetty
Zhiyuan Fan
Yuchen Huang
Shujin Wu
Yi R.
LRM
437
9
0
29 May 2025
Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation
Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation
Yijia Luo
Yulin Song
Xingyao Zhang
Jiaheng Liu
Weixun Wang
Gengru Chen
Yuchi Xu
Bo Zheng
LRM
248
21
0
20 Mar 2025
LLM Braces: Straightening Out LLM Predictions with Relevant Sub-Updates
LLM Braces: Straightening Out LLM Predictions with Relevant Sub-UpdatesAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Ying Shen
Lifu Huang
299
2
0
20 Mar 2025
LIMO: Less is More for Reasoning
LIMO: Less is More for Reasoning
Yixin Ye
Zhen Huang
Yang Xiao
Ethan Chern
Shijie Xia
Pengfei Liu
AIMatReLMLRM
852
170
0
05 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
DeepSeek-AI
Daya Guo
Dejian Yang
Haowei Zhang
Junxiao Song
...
Shiyu Wang
S. Yu
Shunfeng Zhou
Shuting Pan
S.S. Li
OffRLAI4TSLRMReLMVLM
1.2K
5,342
0
22 Jan 2025
Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation
Latent Space Chain-of-Embedding Enables Output-free LLM Self-EvaluationInternational Conference on Learning Representations (ICLR), 2024
Yiming Wang
Pei Zhang
Baosong Yang
Yang Li
Rui Wang
LRM
352
31
0
17 Oct 2024
Fast Transformer Decoding: One Write-Head is All You Need
Fast Transformer Decoding: One Write-Head is All You Need
Noam M. Shazeer
576
634
0
06 Nov 2019
1