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Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning

Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning

21 May 2025
Jinghui Lu
Haiyang Yu
Siliang Xu
Shiwei Ran
Guozhi Tang
Siqi Wang
Bin Shan
Teng Fu
Hao Feng
Jingqun Tang
Hongru Wang
Can Huang
    LRM
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Papers citing "Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning"

20 / 20 papers shown
Title
Advancing Sequential Numerical Prediction in Autoregressive Models
Advancing Sequential Numerical Prediction in Autoregressive Models
Xiang Fei
Jinghui Lu
Qi Sun
Hao Feng
Yanjie Wang
Wei Shi
An-Lan Wang
Jingqun Tang
Can Huang
AI4TS
62
3
0
19 May 2025
WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild?
WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild?
An-Lan Wang
Jingqun Tang
Liao Lei
Hao Feng
Qi Liu
...
Wen Liu
Hao Liu
Yang Liu
Xiang Bai
Can Huang
64
1
0
16 May 2025
Efficient Reasoning Models: A Survey
Efficient Reasoning Models: A Survey
Sicheng Feng
Gongfan Fang
Xinyin Ma
Xinchao Wang
ReLM
LRM
238
10
0
15 Apr 2025
Reasoning Models Can Be Effective Without Thinking
Reasoning Models Can Be Effective Without Thinking
Wenjie Ma
Jingxuan He
Charlie Snell
Tyler Griggs
Sewon Min
Matei A. Zaharia
ReLM
LRM
80
36
1
14 Apr 2025
Vision as LoRA
Vision as LoRA
Han Wang
Yongjie Ye
Bingru Li
Yuxiang Nie
Jinghui Lu
Jingqun Tang
Yanjie Wang
Can Huang
101
2
0
26 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Yang Sui
Yu-Neng Chuang
Guanchu Wang
Jiamu Zhang
Tianyi Zhang
...
Hongyi Liu
Andrew Wen
Shaochen
Zhong
Hanjie Chen
OffRL
ReLM
LRM
124
71
0
20 Mar 2025
EVE: Towards End-to-End Video Subtitle Extraction with Vision-Language Models
Haiyang Yu
Jinghui Lu
Yanjie Wang
Yang Li
Han Wang
Can Huang
B. Li
VLM
74
2
0
06 Mar 2025
How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach
How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach
Ayeong Lee
Ethan Che
Tianyi Peng
LRM
61
24
0
03 Mar 2025
CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation
CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation
Zhenyi Shen
Hanqi Yan
Linhai Zhang
Zhanghao Hu
Yali Du
Yulan He
LRM
103
19
0
28 Feb 2025
Chain of Draft: Thinking Faster by Writing Less
Chain of Draft: Thinking Faster by Writing Less
Silei Xu
Wenhao Xie
Lingxiao Zhao
Pengcheng He
AI4TS
LRM
91
62
0
25 Feb 2025
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
Zayne Sprague
Fangcong Yin
Juan Diego Rodriguez
Dongwei Jiang
Manya Wadhwa
Prasann Singhal
Xinyu Zhao
Xi Ye
Kyle Mahowald
Greg Durrett
ReLM
LRM
153
101
0
18 Sep 2024
A Bounding Box is Worth One Token: Interleaving Layout and Text in a Large Language Model for Document Understanding
A Bounding Box is Worth One Token: Interleaving Layout and Text in a Large Language Model for Document Understanding
Jinghui Lu
Haiyang Yu
Yanjie Wang
Yongjie Ye
Jingqun Tang
...
Qi Liu
Hao Feng
Han Wang
Hao Liu
Can Huang
92
23
0
02 Jul 2024
MTVQA: Benchmarking Multilingual Text-Centric Visual Question Answering
MTVQA: Benchmarking Multilingual Text-Centric Visual Question Answering
Jingqun Tang
Qi-dong Liu
Yongjie Ye
Jinghui Lu
Shubo Wei
...
Yanjie Wang
Yuliang Liu
Hao Liu
Xiang Bai
Can Huang
86
28
0
20 May 2024
H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large
  Language Models
H2_22​O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models
Zhenyu Zhang
Ying Sheng
Dinesh Manocha
Tianlong Chen
Lianmin Zheng
...
Yuandong Tian
Christopher Ré
Clark W. Barrett
Zhangyang Wang
Beidi Chen
VLM
84
275
0
24 Jun 2023
Towards Revealing the Mystery behind Chain of Thought: A Theoretical
  Perspective
Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective
Guhao Feng
Bohang Zhang
Yuntian Gu
Haotian Ye
Di He
Liwei Wang
LRM
61
235
0
24 May 2023
Gorilla: Large Language Model Connected with Massive APIs
Gorilla: Large Language Model Connected with Massive APIs
Shishir G. Patil
Tianjun Zhang
Xin Wang
Joseph E. Gonzalez
ELM
CLL
ALM
SyDa
55
540
0
24 May 2023
CAMEL: Communicative Agents for "Mind" Exploration of Large Language
  Model Society
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society
Ge Li
Hasan Hammoud
Hani Itani
Dmitrii Khizbullin
Guohao Li
SyDa
ALM
70
454
0
31 Mar 2023
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Jason W. Wei
Xuezhi Wang
Dale Schuurmans
Maarten Bosma
Brian Ichter
F. Xia
Ed H. Chi
Quoc Le
Denny Zhou
LM&Ro
LRM
AI4CE
ReLM
520
9,009
0
28 Jan 2022
DocVQA: A Dataset for VQA on Document Images
DocVQA: A Dataset for VQA on Document Images
Minesh Mathew
Dimosthenis Karatzas
C. V. Jawahar
85
690
0
01 Jul 2020
SGDR: Stochastic Gradient Descent with Warm Restarts
SGDR: Stochastic Gradient Descent with Warm Restarts
I. Loshchilov
Frank Hutter
ODL
184
8,030
0
13 Aug 2016
1