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The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

7 June 2025
Parshin Shojaee
Iman Mirzadeh
Keivan Alizadeh
Maxwell Horton
Samy Bengio
Mehrdad Farajtabar
    LRM
ArXiv (abs)PDFHTML

Papers citing "The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity"

5 / 5 papers shown
Title
From Prompts to Constructs: A Dual-Validity Framework for LLM Research in Psychology
From Prompts to Constructs: A Dual-Validity Framework for LLM Research in Psychology
Zhicheng Lin
18
0
0
20 Jun 2025
No Free Lunch: Rethinking Internal Feedback for LLM Reasoning
No Free Lunch: Rethinking Internal Feedback for LLM Reasoning
Yanzhi Zhang
Zhaoxi Zhang
Haoxiang Guan
Yilin Cheng
Yitong Duan
Chen Wang
Yue Wang
Shuxin Zheng
Jiyan He
ReLMLRM
30
0
0
20 Jun 2025
Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs
Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs
Xumeng Wen
Zihan Liu
Shun Zheng
Zhijian Xu
Shengyu Ye
...
Yang Wang
Junjie Li
Ziming Miao
Jiang Bian
Mao Yang
LRM
24
0
0
17 Jun 2025
Provably Learning from Language Feedback
Provably Learning from Language Feedback
Wanqiao Xu
Allen Nie
Ruijie Zheng
Aditya Modi
Adith Swaminathan
Ching-An Cheng
129
0
0
12 Jun 2025
TTT-Bench: A Benchmark for Evaluating Reasoning Ability with Simple and Novel Tic-Tac-Toe-style Games
TTT-Bench: A Benchmark for Evaluating Reasoning Ability with Simple and Novel Tic-Tac-Toe-style Games
Prakamya Mishra
Jiang-Long Liu
Jialian Wu
Xiaodong Yu
Zicheng Liu
Emad Barsoum
LRM
47
0
0
11 Jun 2025
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