Verbosity-Aware Rationale Reduction: Effective Reduction of Redundant Rationale via Principled Criteria

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Verbosity-Aware Rationale Reduction: Effective Reduction of Redundant Rationale via Principled Criteria

30 December 2024

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Papers citing "Verbosity-Aware Rationale Reduction: Effective Reduction of Redundant Rationale via Principled Criteria"

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Title
COUNTDOWN: Contextually Sparse Activation Filtering Out Unnecessary Weights in Down Projection Jaewon Cheon Pilsung Kang 110 0 0 23 May 2025
Efficient Inference for Large Reasoning Models: A Survey Yi Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi Bryan Hooi LLMAG LRM 186 17 0 29 Mar 2025
Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model Reasoning Santosh Kumar Radha Yasamin Nouri Jelyani Ara Ghukasyan Oktay Goktas LLMAG LM&Ro LRM 135 7 0 19 Sep 2024
Strategic Chain-of-Thought: Guiding Accurate Reasoning in LLMs through Strategy Elicitation Yu Wang Shiwan Zhao Zhihu Wang Heyuan Huang Ming Fan Yubo Zhang Zhixing Wang Haijun Wang Ting Liu LRM 49 10 0 05 Sep 2024
ORPO: Monolithic Preference Optimization without Reference Model Jiwoo Hong Noah Lee James Thorne OSLM 145 268 0 12 Mar 2024
DocFinQA: A Long-Context Financial Reasoning Dataset Varshini Reddy Rik Koncel-Kedziorski Viet Dac Lai Michael Krumdick Charles Lovering Chris Tanner RALM 95 21 0 12 Jan 2024
Rephrase and Respond: Let Large Language Models Ask Better Questions for Themselves Yihe Deng Weitong Zhang Zixiang Chen Quanquan Gu LRM 129 86 0 07 Nov 2023
Implicit Chain of Thought Reasoning via Knowledge Distillation Yuntian Deng Kiran Prasad Roland Fernandez P. Smolensky Vishrav Chaudhary Stuart M. Shieber ReLM LRM 82 52 0 02 Nov 2023
A General Theoretical Paradigm to Understand Learning from Human Preferences M. G. Azar Mark Rowland Bilal Piot Daniel Guo Daniele Calandriello Michal Valko Rémi Munos 301 648 0 18 Oct 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 407 4,190 0 29 May 2023
The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning Seungone Kim Se June Joo Doyoung Kim Joel Jang Seonghyeon Ye Jamin Shin Minjoon Seo ALM RALM LRM 143 107 0 23 May 2023
Self-Refine: Iterative Refinement with Self-Feedback Aman Madaan Niket Tandon Prakhar Gupta Skyler Hallinan Luyu Gao ... Bodhisattwa Prasad Majumder Katherine Hermann Sean Welleck Amir Yazdanbakhsh Peter Clark ReLM LRM DiffM 308 1,690 0 30 Mar 2023
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 802 3,763 0 21 Mar 2022
Show Your Work: Scratchpads for Intermediate Computation with Language Models Maxwell Nye Anders Andreassen Guy Gur-Ari Henryk Michalewski Jacob Austin ... Aitor Lewkowycz Maarten Bosma D. Luan Charles Sutton Augustus Odena ReLM LRM 239 757 0 30 Nov 2021
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 469 4,610 0 27 Oct 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 438 743 0 06 Jan 2021
MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms Aida Amini Saadia Gabriel Shanchuan Lin Rik Koncel-Kedziorski Yejin Choi Hannaneh Hajishirzi AIMat ReLM AI4CE 166 583 0 30 May 2019
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge Alon Talmor Jonathan Herzig Nicholas Lourie Jonathan Berant RALM 174 1,754 0 02 Nov 2018
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 520 2,696 0 09 May 2017