大模型推理能力 - arXivDaily 专题

2601.06373 2026-01-13 cs.MA 82%

DemMA: Dementia Multi-Turn Dialogue Agent with Expert-Guided Reasoning and Action Simulation

DemMA：具有专家引导推理和行动模拟的痴呆多轮对话代理

Yutong Song, Jiang Wu, Kazi Sharif, Honghui Xu, Nikil Dutt, Amir Rahmani

专题命中其他推理：reasoning(title,abstract)；chain-of-thought(abstract)

AI总结 DemMA通过专家引导的推理和行动模拟，实现了高保真的痴呆症患者多轮对话模拟，优于现有基线模型。

2601.04878 2026-01-09 cs.AI cond-mat.mtrl-sci cs.CL cs.LG 82%

Higher-Order Knowledge Representations for Agentic Scientific Reasoning

高阶知识表示用于代理科学推理

Isabella A. Stewart, Markus J. Buehler

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

AI总结本文提出基于超图的知识表示方法，用于代理科学推理，通过高阶路径生成机理假设，提升科学发现效率。

2512.20848 2025-12-25 cs.CL cs.AI cs.LG 82%

Nemotron 3 Nano: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning

Nemotron 3 Nano：开放、高效专家混合混合Mamba-Transformer模型用于代理推理

NVIDIA, :, Aaron Blakeman, Aaron Grattafiori, Aarti Basant, Abhibha Gupta, Abhinav Khattar, Adi Renduchintala, Aditya Vavre, Akanksha Shukla, Akhiad Bercovich, Aleksander Ficek, Aleksandr Shaposhnikov, Alex Kondratenko, Alexander Bukharin, Alexandre Milesi, Ali Taghibakhshi, Alisa Liu, Amelia Barton, Ameya Sunil Mahabaleshwarkar, Amir Klein, Amit Zuker, Amnon Geifman, Amy Shen, Anahita Bhiwandiwalla, Andrew Tao, Ann Guan, Anubhav Mandarwal, Arham Mehta, Ashwath Aithal, Ashwin Poojary, Asif Ahamed, Asma Kuriparambil Thekkumpate, Ayush Dattagupta, Banghua Zhu, Bardiya Sadeghi, Barnaby Simkin, Ben Lanir, Benedikt Schifferer, Besmira Nushi, Bilal Kartal, Bita Darvish Rouhani, Boris Ginsburg, Brandon Norick, Brandon Soubasis, Branislav Kisacanin, Brian Yu, Bryan Catanzaro, Carlo del Mundo, Chantal Hwang, Charles Wang, Cheng-Ping Hsieh, Chenghao Zhang, Chenhan Yu, Chetan Mungekar, Chintan Patel, Chris Alexiuk, Christopher Parisien, Collin Neale, Damon Mosk-Aoyama, Dan Su, Dane Corneil, Daniel Afrimi, Daniel Rohrer, Daniel Serebrenik, Daria Gitman, Daria Levy, Darko Stosic, David Mosallanezhad, Deepak Narayanan, Dhruv Nathawani, Dima Rekesh, Dina Yared, Divyanshu Kakwani, Dong Ahn, Duncan Riach, Dusan Stosic, Edgar Minasyan, Edward Lin, Eileen Long, Eileen Peters Long, Elena Lantz, Ellie Evans, Elliott Ning, Eric Chung, Eric Harper, Eric Tramel, Erick Galinkin, Erik Pounds, Evan Briones, Evelina Bakhturina, Faisal Ladhak, Fay Wang, Fei Jia, Felipe Soares, Feng Chen, Ferenc Galko, Frankie Siino, Gal Hubara Agam, Ganesh Ajjanagadde, Gantavya Bhatt, Gargi Prasad, George Armstrong, Gerald Shen, Gorkem Batmaz, Grigor Nalbandyan, Haifeng Qian, Harsh Sharma, Hayley Ross, Helen Ngo, Herman Sahota, Hexin Wang, Himanshu Soni, Hiren Upadhyay, Huizi Mao, Huy C Nguyen, Huy Q Nguyen, Iain Cunningham, Ido Shahaf, Igor Gitman, Ilya Loshchilov, Ivan Moshkov, Izzy Putterman, Jan Kautz, Jane Polak Scowcroft, Jared Casper, Jatin Mitra, Jeffrey Glick, Jenny Chen, Jesse Oliver, Jian Zhang, Jiaqi Zeng, Jie Lou, Jimmy Zhang, Jining Huang, Joey Conway, Joey Guman, John Kamalu, Johnny Greco, Jonathan Cohen, Joseph Jennings, Joyjit Daw, Julien Veron Vialard, Junkeun Yi, Jupinder Parmar, Kai Xu, Kan Zhu, Kari Briski, Katherine Cheung, Katherine Luna, Keshav Santhanam, Kevin Shih, Kezhi Kong, Khushi Bhardwaj, Krishna C. Puvvada, Krzysztof Pawelec, Kumar Anik, Lawrence McAfee, Laya Sleiman, Leon Derczynski, Li Ding, Lucas Liebenwein, Luis Vega, Maanu Grover, Maarten Van Segbroeck, Maer Rodrigues de Melo, Makesh Narsimhan Sreedhar, Manoj Kilaru, Maor Ashkenazi, Marc Romeijn, Mark Cai, Markus Kliegl, Maryam Moosaei, Matvei Novikov, Mehrzad Samadi, Melissa Corpuz, Mengru Wang, Meredith Price, Michael Boone, Michael Evans, Miguel Martinez, Mike Chrzanowski, Mohammad Shoeybi, Mostofa Patwary, Nabin Mulepati, Natalie Hereth, Nave Assaf, Negar Habibi, Neta Zmora, Netanel Haber, Nicola Sessions, Nidhi Bhatia, Nikhil Jukar, Nikki Pope, Nikolai Ludwig, Nima Tajbakhsh, Nirmal Juluru, Oleksii Hrinchuk, Oleksii Kuchaiev, Olivier Delalleau, Oluwatobi Olabiyi, Omer Ullman Argov, Ouye Xie, Parth Chadha, Pasha Shamis, Pavlo Molchanov, Pawel Morkisz, Peter Dykas, Peter Jin, Pinky Xu, Piotr Januszewski, Pranav Prashant Thombre, Prasoon Varshney, Pritam Gundecha, Qing Miao, Rabeeh Karimi Mahabadi, Ran El-Yaniv, Ran Zilberstein, Rasoul Shafipour, Rich Harang, Rick Izzo, Rima Shahbazyan, Rishabh Garg, Ritika Borkar, Ritu Gala, Riyad Islam, Roger Waleffe, Rohit Watve, Roi Koren, Ruoxi Zhang, Russell J. Hewett, Ryan Prenger, Ryan Timbrook, Sadegh Mahdavi, Sahil Modi, Samuel Kriman, Sanjay Kariyappa, Sanjeev Satheesh, Saori Kaji, Satish Pasumarthi, Sean Narentharen, Sean Narenthiran, Seonmyeong Bak, Sergey Kashirsky, Seth Poulos, Shahar Mor, Shanmugam Ramasamy, Shantanu Acharya, Shaona Ghosh, Sharath Turuvekere Sreenivas, Shelby Thomas, Shiqing Fan, Shreya Gopal, Shrimai Prabhumoye, Shubham Pachori, Shubham Toshniwal, Shuoyang Ding, Siddharth Singh, Simeng Sun, Smita Ithape, Somshubra Majumdar, Soumye Singhal, Stefania Alborghetti, Stephen Ge, Sugam Dipak Devare, Sumeet Kumar Barua, Suseella Panguluri, Suyog Gupta, Sweta Priyadarshi, Syeda Nahida Akter, Tan Bui, Teodor-Dumitru Ene, Terry Kong, Thanh Do, Tijmen Blankevoort, Tom Balough, Tomer Asida, Tomer Bar Natan, Tugrul Konuk, Twinkle Vashishth, Udi Karpas, Ushnish De, Vahid Noorozi, Vahid Noroozi, Venkat Srinivasan, Venmugil Elango, Vijay Korthikanti, Vitaly Kurin, Vitaly Lavrukhin, Wanli Jiang, Wasi Uddin Ahmad, Wei Du, Wei Ping, Wenfei Zhou, Will Jennings, William Zhang, Wojciech Prazuch, Xiaowei Ren, Yashaswi Karnati, Yejin Choi, Yev Meyer, Yi-Fu Wu, Yian Zhang, Ying Lin, Yonatan Geifman, Yonggan Fu, Yoshi Subara, Yoshi Suhara, Yubo Gao, Zach Moshe, Zhen Dong, Zihan Liu, Zijia Chen, Zijie Yan

机构 * NVIDIA

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

AI总结 Nemotron 3 Nano是一种高效混合Mamba-Transformer模型，通过预训练和微调在代理推理任务中实现更高准确性和吞吐量。

2512.14982 2025-12-18 cs.LG cs.AI cs.CL 82%

Prompt Repetition Improves Non-Reasoning LLMs

提示重复提升非推理LLMs性能

Yaniv Leviathan, Matan Kalman, Yossi Matias

机构 * Google Research（谷歌研究）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

AI总结通过重复输入提示提升非推理LLMs性能，无需增加生成token数量或延迟。

2512.14427 2025-12-17 cs.CL cs.AI cs.LG 82%

Effect of Document Packing on the Latent Multi-Hop Reasoning Capabilities of Large Language Models

文档打包对大型语言模型潜在多跳推理能力的影响

Gabriele Prato, Shagun Sodhani, Alessandro Sordoni, Sarath Chandar

机构 * Chandar Research Lab（Chandar研究实验室）； Mila – Quebec AI Institute（魁北克人工智能研究所）； Université de Montréal（蒙特利尔大学）； Microsoft Research（微软研究院）； Polytechnique Montréal（蒙特利尔理工学院）； Canada CIFAR AI Chair（加拿大CIFAR人工智能主席）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

AI总结本文研究了文档打包对大型语言模型多跳推理能力的影响，发现打包可提升性能但增加计算成本，并通过消融研究揭示了其关键因素。

2512.09627 2025-12-11 cs.SE 82%

LogICL: Distilling LLM Reasoning to Bridge the Semantic Gap in Cross-Domain Log Anomaly Detection

LogICL: 通过蒸馏大语言模型推理来弥合跨域日志异常检测中的语义鸿沟

Jingwei Ye, Zhi Wang, Chenbin Su, Jieshuai Yang, Jiayi Ding, Chunbo Liu, Ge Chu

专题命中其他推理：reasoning(title,abstract)；chain-of-thought(abstract)

AI总结 LogICL通过蒸馏大语言模型推理，提升跨域日志异常检测的语义理解与泛化能力，实现更准确的检测与解释。

2512.06663 2025-12-09 cs.CV 82%

CoT4Det: A Chain-of-Thought Framework for Perception-Oriented Vision-Language Tasks

CoT4Det：面向感知导向视觉-语言任务的链式思维框架

Yu Qi, Yumeng Zhang, Chenting Gong, Xiao Tan, Weiming Zhang, Wei Zhang, Jingdong Wang

机构 * Baidu Inc.（百度公司）

专题命中其他推理：chain-of-thought(title,abstract)；reasoning(abstract)

AI总结 CoT4Det通过将感知任务分解为分类、计数和定位三个步骤，提升视觉-语言模型在目标检测等任务中的性能，使mAP从19%提升至33%。

2510.06557 2025-11-14 cs.LG cs.AI cs.CL 82%

The Markovian Thinker: Architecture-Agnostic Linear Scaling of Reasoning

Milad Aghajohari, Kamran Chitsaz, Amirhossein Kazemnejad, Sarath Chandar, Alessandro Sordoni, Aaron Courville, Siva Reddy

机构 * Mila ； Microsoft Research（微软研究院）； McGill University（麦吉尔大学）； ServiceNow Research（ServiceNow研究院）； Canada CIFAR AI Chair（加拿大CIFAR人工智能主席）； Chandar Research Lab（Chandar研究实验室）； Polytechnique Montréal（蒙特利尔理工学院）； Université de Montréal（蒙特利尔大学）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2508.20637 2025-11-06 cs.LG cs.AI cs.CL 82%

GDS Agent for Graph Algorithmic Reasoning

Borun Shi, Ioannis Panagiotas

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Technical report

2510.23630 2025-10-29 cs.LG cs.AI cs.CL 82%

NUM2EVENT: Interpretable Event Reasoning from Numerical time-series

Ninghui Feng, Yiyan Qi

机构 * International Digital Economy Academy (IDEA)（国际数字经济学院（IDEA））； University of Nottingham Ningbo（诺丁汉大学宁波校区）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2502.21309 2025-10-28 cs.CL cs.AI cs.LG 82%

Reasoning is Periodicity? Improving Large Language Models Through Effective Periodicity Modeling

Yihong Dong, Ge Li, Xue Jiang, Yongding Tao, Kechi Zhang, Hao Zhu, Huanyu Liu, Jiazheng Ding, Jia Li, Jinliang Deng, Hong Mei

机构 * School of Computer Science, Peking University（北京大学计算机学院）； aiXcoder ； The Hong Kong University of Science and Technology（香港科学与技术大学）； Advanced Institute of Big Data（大数据高级研究院）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted to NeurIPS'25

2510.21049 2025-10-27 cs.CL cs.AI cs.LG 82%

Reasoning's Razor: Reasoning Improves Accuracy but Can Hurt Recall at Critical Operating Points in Safety and Hallucination Detection

Atoosa Chegini, Hamid Kazemi, Garrett Souza, Maria Safi, Yang Song, Samy Bengio, Sinead Williamson, Mehrdad Farajtabar

机构 * Apple（苹果公司）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2509.24248 2025-10-22 cs.AI cs.CL cs.LG 82%

SpecExit: Accelerating Large Reasoning Model via Speculative Exit

Rubing Yang, Huajun Bai, Song Liu, Guanghua Yu, Runzhi Fan, Yanbin Dang, Jiejing Zhang, Kai Liu, Jianchen Zhu, Peng Chen

机构 * Tencent（腾讯）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2506.05188 2025-10-22 cs.CL cs.AI cs.LG math.ST stat.TH 82%

Counterfactual reasoning: an analysis of in-context emergence

Moritz Miller, Bernhard Schölkopf, Siyuan Guo

机构 * Max Planck Institute for Intelligent Systems（马克斯·普朗克智能系统研究所）； ETH Zurich（苏黎世联邦理工学院）； University of Cambridge（剑桥大学）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Published as a conference paper at the Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS) 2025

2508.18269 2025-10-08 cs.RO 82%

FlowVLA: Visual Chain of Thought-based Motion Reasoning for Vision-Language-Action Models

Zhide Zhong, Haodong Yan, Junfeng Li, Xiangchen Liu, Xin Gong, Tianran Zhang, Wenxuan Song, Jiayi Chen, Xinhu Zheng, Hesheng Wang, Haoang Li

专题命中其他推理：reasoning(title,abstract)；CoT(abstract)

2507.15849 2025-10-01 cs.CL cs.AI cs.LG 82%

The Impact of Language Mixing on Bilingual LLM Reasoning

Yihao Li, Jiayi Xin, Miranda Muqing Miao, Qi Long, Lyle Ungar

机构 * University of Pennsylvania（宾夕法尼亚大学）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted at EMNLP 2025 (Main Conference)

2509.24299 2025-09-30 cs.CV 82%

SVGThinker: Instruction-Aligned and Reasoning-Driven Text-to-SVG Generation

Hanqi Chen, Zhongyin Zhao, Ye Chen, Zhujin Liang, Bingbing Ni

机构 * Shanghai Jiao Tong University（上海交通大学）； SJTU Paris Elite Institute of Technology（上海交通大学巴黎精英理工学院）

专题命中其他推理：reasoning(title,abstract)；chain-of-thought(abstract)

2507.20936 2025-09-23 cs.LG cs.AI cs.CL 82%

Dissecting Persona-Driven Reasoning in Language Models via Activation Patching

Ansh Poonia, Maeghal Jain

机构 * Independent（独立研究者）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments EMNLP (Findings) 2025

2502.13820 2025-07-31 cs.AI cs.CL cs.LG cs.SE 82%

Scoring Verifiers: Evaluating Synthetic Verification for Code and Reasoning

Aleksander Ficek, Somshubra Majumdar, Vahid Noroozi, Boris Ginsburg

机构 * NVIDIA Santa Clara, CA 15213, USA（英伟达圣克拉拉分校）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments COLM 2025

2507.18857 2025-07-28 cs.CL cs.AI cs.LG 82%

PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning

Mohammad Kachuee, Teja Gollapudi, Minseok Kim, Yin Huang, Kai Sun, Xiao Yang, Jiaqi Wang, Nirav Shah, Yue Liu, Aaron Colak, Anuj Kumar, Wen-tau Yih, Xin Luna Dong

机构 * Meta Reality Labs（Meta现实实验室）； Meta FAIR

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2507.18252 2025-07-25 cs.HC cs.AI cs.CL cs.LG 82%

Multimodal Behavioral Patterns Analysis with Eye-Tracking and LLM-Based Reasoning

Dongyang Guo, Yasmeen Abdrabou, Enkeleda Thaqi, Enkelejda Kasneci

机构 * Technical University of Munich（慕尼黑技术大学）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2504.18246 2025-07-14 cs.CL cs.AI cs.LG 82%

One-Pass to Reason: Token Duplication and Block-Sparse Mask for Efficient Fine-Tuning on Multi-Turn Reasoning

Ritesh Goru, Shanay Mehta, Prateek Jain

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 9 pages, 3 figures

2502.12929 2025-06-02 cs.LG cs.AI cs.CL 82%

Flow-of-Options: Diversified and Improved LLM Reasoning by Thinking Through Options

Lakshmi Nair, Ian Trase, Mark Kim

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ICML 2025

2505.22617 2025-05-29 cs.LG cs.AI cs.CL 82%

The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Ganqu Cui, Yuchen Zhang, Jiacheng Chen, Lifan Yuan, Zhi Wang, Yuxin Zuo, Haozhan Li, Yuchen Fan, Huayu Chen, Weize Chen, Zhiyuan Liu, Hao Peng, Lei Bai, Wanli Ouyang, Yu Cheng, Bowen Zhou, Ning Ding

机构 * Shanghai AI Laboratory（上海人工智能实验室）； Tsinghua University（清华大学）； UIUC（伊利诺伊大学香槟分校）； Peking University（北京大学）； Nanjing University（南京大学）； CUHK（香港中文大学）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2504.06514 2025-04-14 cs.AI cs.CL cs.LG 82%

Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?

Chenrui Fan, Ming Li, Lichao Sun, Tianyi Zhou

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2503.20430 2025-03-27 cs.IR 82%

RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning

Sichun Luo, Jian Xu, Xiaojie Zhang, Linrong Wang, Sicong Liu, Hanxu Hou, Linqi Song

专题命中其他推理：reasoning(title,abstract)；chain-of-thought(abstract)

Comments arXiv admin note: substantial text overlap with arXiv:2502.06101

2410.03767 2025-03-18 cs.CL cs.AI cs.LG 82%

Reasoning Elicitation in Language Models via Counterfactual Feedback

Alihan Hüyük, Xinnuo Xu, Jacqueline Maasch, Aditya V. Nori, Javier González

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments The 13th International Conference on Learning Representations (ICLR 2025)

2406.03068 2025-03-10 cs.LG cs.AI cs.CL stat.ML 82%

Distributional Associations vs In-Context Reasoning: A Study of Feed-forward and Attention Layers

Lei Chen, Joan Bruna, Alberto Bietti

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ICLR 2025

2501.05707 2025-03-04 cs.CL cs.AI cs.LG 82%

Multiagent Finetuning: Self Improvement with Diverse Reasoning Chains

Vighnesh Subramaniam, Yilun Du, Joshua B. Tenenbaum, Antonio Torralba, Shuang Li, Igor Mordatch

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ICLR 2025; 22 pages, 13 figures, 7 tables; Project page at https://llm-multiagent-ft.github.io/

2412.16339 2025-01-10 cs.CL cs.AI cs.CY cs.LG 82%

Deliberative Alignment: Reasoning Enables Safer Language Models

Melody Y. Guan, Manas Joglekar, Eric Wallace, Saachi Jain, Boaz Barak, Alec Helyar, Rachel Dias, Andrea Vallone, Hongyu Ren, Jason Wei, Hyung Won Chung, Sam Toyer, Johannes Heidecke, Alex Beutel, Amelia Glaese

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 24 pages

1. 其他推理 5768 篇

DemMA: Dementia Multi-Turn Dialogue Agent with Expert-Guided Reasoning and Action Simulation

Higher-Order Knowledge Representations for Agentic Scientific Reasoning

Nemotron 3 Nano: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning

Prompt Repetition Improves Non-Reasoning LLMs

Effect of Document Packing on the Latent Multi-Hop Reasoning Capabilities of Large Language Models

LogICL: Distilling LLM Reasoning to Bridge the Semantic Gap in Cross-Domain Log Anomaly Detection

CoT4Det: A Chain-of-Thought Framework for Perception-Oriented Vision-Language Tasks

The Markovian Thinker: Architecture-Agnostic Linear Scaling of Reasoning

GDS Agent for Graph Algorithmic Reasoning

NUM2EVENT: Interpretable Event Reasoning from Numerical time-series

Reasoning is Periodicity? Improving Large Language Models Through Effective Periodicity Modeling

Reasoning's Razor: Reasoning Improves Accuracy but Can Hurt Recall at Critical Operating Points in Safety and Hallucination Detection

SpecExit: Accelerating Large Reasoning Model via Speculative Exit

Counterfactual reasoning: an analysis of in-context emergence

FlowVLA: Visual Chain of Thought-based Motion Reasoning for Vision-Language-Action Models

The Impact of Language Mixing on Bilingual LLM Reasoning

SVGThinker: Instruction-Aligned and Reasoning-Driven Text-to-SVG Generation

Dissecting Persona-Driven Reasoning in Language Models via Activation Patching

Scoring Verifiers: Evaluating Synthetic Verification for Code and Reasoning

PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning

Multimodal Behavioral Patterns Analysis with Eye-Tracking and LLM-Based Reasoning

One-Pass to Reason: Token Duplication and Block-Sparse Mask for Efficient Fine-Tuning on Multi-Turn Reasoning

Flow-of-Options: Diversified and Improved LLM Reasoning by Thinking Through Options

The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?

RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning

Reasoning Elicitation in Language Models via Counterfactual Feedback

Distributional Associations vs In-Context Reasoning: A Study of Feed-forward and Attention Layers

Multiagent Finetuning: Self Improvement with Diverse Reasoning Chains

Deliberative Alignment: Reasoning Enables Safer Language Models