Title
When Reasoning Meets Compression: Benchmarking Compressed Large Reasoning Models on Complex Reasoning Tasks Nan Zhang Yusen Zhang Prasenjit Mitra Rui Zhang MQ LRM 48 2 0 02 Apr 2025
Pub-Guard-LLM: Detecting Fraudulent Biomedical Articles with Reliable Explanations Lihu Chen Shuojie Fu Gabriel Freedman Cemre Zor Guy Martin James Kinross Uddhav Vaghela Ovidiu Serban Francesca Toni DeLMO 63 0 0 21 Feb 2025
Efficient Knowledge Distillation: Empowering Small Language Models with Teacher Model Insights Mohamad Ballout U. Krumnack Gunther Heidemann Kai-Uwe Kühnberger 15 2 0 19 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 58 23 0 10 Sep 2024
CAVE: Controllable Authorship Verification Explanations Sahana Ramnath Kartik Pandey Elizabeth Boschee Xiang Ren 59 1 0 24 Jun 2024
Improve Student's Reasoning Generalizability through Cascading Decomposed CoTs Distillation Chengwei Dai Kun Li Wei Zhou Song Hu LRM 44 3 0 30 May 2024
Beyond Imitation: Learning Key Reasoning Steps from Dual Chain-of-Thoughts in Reasoning Distillation Chengwei Dai Kun Li Wei Zhou Song Hu LRM 36 5 0 30 May 2024
Describe-then-Reason: Improving Multimodal Mathematical Reasoning through Visual Comprehension Training Mengzhao Jia Zhihan Zhang W. Yu Fangkai Jiao Meng-Long Jiang VLM ReLM LRM 48 7 0 22 Apr 2024
ALMANACS: A Simulatability Benchmark for Language Model Explainability Edmund Mills Shiye Su Stuart J. Russell Scott Emmons 43 7 0 20 Dec 2023
VRPTEST: Evaluating Visual Referring Prompting in Large Multimodal Models Zongjie Li Chaozheng Wang Chaowei Liu Pingchuan Ma Daoyuan Wu Shuai Wang Cuiyun Gao VLM 19 6 0 07 Dec 2023
Deep Natural Language Feature Learning for Interpretable Prediction Felipe Urrutia Cristian Buc Valentin Barriere 13 1 0 09 Nov 2023
Controlled Generation with Prompt Insertion for Natural Language Explanations in Grammatical Error Correction Masahiro Kaneko Naoaki Okazaki LRM 27 4 0 20 Sep 2023
Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with Customized Exercise Generation Zhenwen Liang W. Yu Tanmay Rajpurohit Peter Clark Xiangliang Zhang Ashwin Kaylan 23 37 0 22 May 2023
Harvesting Event Schemas from Large Language Models Jialong Tang Hongyu Lin Zhuoqun Li Yaojie Lu Xianpei Han Le Sun 18 4 0 12 May 2023
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 19 579 0 20 Dec 2022
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 49 307 0 19 Dec 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 0 24 May 2022
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 315 8,402 0 28 Jan 2022
Human Parity on CommonsenseQA: Augmenting Self-Attention with External Attention Yichong Xu Chenguang Zhu Shuohang Wang Siqi Sun Hao Cheng Xiaodong Liu Jianfeng Gao Pengcheng He Michael Zeng Xuedong Huang LRM 246 55 0 06 Dec 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 245 671 0 06 Jan 2021
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 274 170 0 24 Oct 2020
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 252 620 0 04 Dec 2018