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References (14)

[1]
Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
2025Iv'an Arcuschin, Jett Janiak et al.
[2]
Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps
2025Martin Tutek, Fateme Hashemi Chaleshtori et al.
[3]
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs
2024Minh-Vuong Nguyen, Linhao Luo et al.
[4]
Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations
2023Peiyi Wang, Lei Li et al.
[5]
Judging LLM-as-a-judge with MT-Bench and Chatbot Arena
2023Lianmin Zheng, Wei-Lin Chiang et al.
[6]
Let's Verify Step by Step
2023H. Lightman, Vineet Kosaraju et al.
[7]
Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting
2023Miles Turpin, Julian Michael et al.
[8]
Large Language Models are Better Reasoners with Self-Verification
2022Yixuan Weng, Minjun Zhu et al.
[9]
Large Language Models are Zero-Shot Reasoners
2022Takeshi Kojima, S. Gu et al.
[10]
Training Verifiers to Solve Math Word Problems
2021K. Cobbe, Vineet Kosaraju et al.
[11]
Are NLP Models really able to Solve Simple Math Word Problems?
2021Arkil Patel, S. Bhattamishra et al.
[12]
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies
2021Mor Geva, Daniel Khashabi et al.
[13]
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
2018Peter Clark, Isaac Cowhey et al.
[14]
A NEW MEASURE OF RANK CORRELATION
1938M. Kendall

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