Title
Position as Probability: Self-Supervised Transformers that Think Past Their Training for Length Extrapolation Philip Heejun Lee 74 0 0 24 Dec 2025
AsymPuzl: An Asymmetric Puzzle for multi-agent cooperation Xavier F. Cadet Edward Koh Peter Chin LLMAG 44 0 0 03 Dec 2025
When Do Symbolic Solvers Enhance Reasoning in Large Language Models? Zhiyuan He Dingmin Wang ReLM LRM 99 0 0 02 Dec 2025
Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Bryan Edward Tuck Rakesh M. Verma ALM 145 0 0 26 Nov 2025
Closed-Loop Transformers: Autoregressive Modeling as Iterative Latent Equilibrium Akbar Anbar Jafari G. Anbarjafari 36 0 0 26 Nov 2025
In-Context Compositional Learning via Sparse Coding Transformer Wei Chen Jingxi Yu Zichen Miao Qiang Qiu 136 0 0 25 Nov 2025
Cognitive Foundations for Reasoning and Their Manifestation in LLMs Priyanka Kargupta Shuyue Stella Li Haocheng Wang Jinu Lee Shan Chen ... Thomas L. Griffiths Max Kleiman-Weiner Jiawei Han Asli Celikyilmaz Yulia Tsvetkov LRM 182 2 0 20 Nov 2025
Cognitive Maps in Language Models: A Mechanistic Analysis of Spatial Planning Caroline Baumgartner Eleanor Spens Neil Burgess Petru Manescu LM&Ro 137 0 0 17 Nov 2025
Next-Latent Prediction Transformers Learn Compact World Models Jayden Teoh Manan Tomar Kwangjun Ahn E. Hu Pratyusha Sharma Riashat Islam Alex Lamb John Langford 108 0 0 08 Nov 2025
DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning Lachlan McPheat Navdeep Kaur Robert E Blackwell Alessandra Russo Anthony G Cohn Pranava Madhyastha ReLM CoGe LRM 244 0 0 04 Nov 2025
The Ouroboros of Benchmarking: Reasoning Evaluation in an Era of Saturation İbrahim Ethem Deveci Duygu Ataman ReLM ALM ELM LRM 199 0 0 03 Nov 2025
Training LLMs Beyond Next Token Prediction - Filling the Mutual Information Gap Chun-Hao Yang Bo-Han Feng Tzu-Yuan Lai Yan Yu Chen Yin-Kai Dean Huang Shou-De Lin 64 0 0 31 Oct 2025
The Kinetics of Reasoning: How Chain-of-Thought Shapes Learning in Transformers? Zihan Pengmei Costas Mavromatis Zhengyuan Shen Yunyi Zhang V. Ioannidis Huzefa Rangwala LRM 86 0 0 28 Oct 2025
Can Language Models Compose Skills In-Context? Zidong Liu Zhuoyan Xu Zhenmei Shi Yingyu Liang ReLM CoGe LRM 259 0 0 27 Oct 2025
When No Paths Lead to Rome: Benchmarking Systematic Neural Relational Reasoning Anirban Das Irtaza Khalid Rafael Peñaloza Steven Schockaert GNN 3DV 434 0 0 27 Oct 2025
Once Upon an Input: Reasoning via Per-Instance Program Synthesis Adam Stein Neelay Velingker Mayur Naik Eric Wong ReLM LRM 152 0 0 26 Oct 2025
Reasoning Models Reason Well, Until They Don't Revanth Rameshkumar Jimson Huang Yunxin Sun Fei Xia Abulhair Saparov ReLM LRM 100 0 0 25 Oct 2025
Measuring Reasoning in LLMs: a New Dialectical Angle Soheil Abbasloo LRM 116 0 0 20 Oct 2025
DAG-Math: Graph-Guided Mathematical Reasoning in LLMs Yuanhe Zhang Ilja Kuzborskij Jason D. Lee Chenlei Leng Fanghui Liu LRM 134 1 0 19 Oct 2025
Self-Verifying Reflection Helps Transformers with CoT Reasoning Zhongwei Yu Wannian Xia Xue Yan Bo Xu Haifeng Zhang Yali Du Ning Yang ReLM LRM 101 0 0 14 Oct 2025
Which Word Orders Facilitate Length Generalization in LMs? An Investigation with GCG-Based Artificial Languages Nadine El-Naggar Tatsuki Kuribayashi Ted Briscoe 84 0 0 14 Oct 2025
RegexPSPACE: A Benchmark for Evaluating LLM Reasoning on PSPACE-complete Regex Problems Hyundong Jin Joonghyuk Hahn Yo-Sub Han LRM 69 0 0 10 Oct 2025
Hire Your Anthropologist! Rethinking Culture Benchmarks Through an Anthropological Lens Mai AlKhamissi Yunze Xiao Badr AlKhamissi Mona T. Diab 155 0 0 07 Oct 2025
Bridging Reasoning to Learning: Unmasking Illusions using Complexity Out of Distribution Generalization Mohammad Mahdi Samiei Paqaleh Arash Marioriyad Arman Tahmasebi-Zadeh Mohamadreza Fereydooni Mahdi Ghaznavai Mahdieh Soleymani Baghshah 116 0 0 06 Oct 2025
Orchestrating Human-AI Teams: The Manager Agent as a Unifying Research Challenge Charlie Masters Advaith Vellanki J. Shangguan Bart Kultys Jonathan Gilmore Alastair Moore Stefano V. Albrecht 142 4 0 02 Oct 2025
How Do Language Models Compose Functions? Apoorv Khandelwal Ellie Pavlick KELM CoGe LRM 204 1 0 02 Oct 2025
Boosting Process-Correct CoT Reasoning by Modeling Solvability of Multiple-Choice QA Raphael Schumann Stefan Riezler LRM 110 0 0 30 Sep 2025
Identity Bridge: Enabling Implicit Reasoning via Shared Latent Memory Pengxiao Lin Zheng Chen Zhi-Qin John Xu LRM 86 1 0 29 Sep 2025
Local Success Does Not Compose: Benchmarking Large Language Models for Compositional Formal Verification X. Xu Xin Li Xingwei Qu Jie Fu Hang Zhao CoGe LRM 114 1 0 27 Sep 2025
Teaching Transformers to Solve Combinatorial Problems through Efficient Trial & Error Panagiotis Giannoulis Yorgos Pantis Christos Tzamos 116 0 0 26 Sep 2025
Review of Hallucination Understanding in Large Language and Vision Models Zhengyi Ho Siyuan Liang D. Tao VLM LRM 138 0 0 26 Sep 2025
Variation in Verification: Understanding Verification Dynamics in Large Language Models Yefan Zhou Austin Xu Yilun Zhou Janvijay Singh Jiang Gui Shafiq Joty LRM 164 3 0 22 Sep 2025
PiERN: Token-Level Routing for Integrating High-Precision Computation and Reasoning Hengbo Xiao Jingyuan Fan Xin Tong Jingzhao Zhang Chao Lu Guannan He MoE 164 0 0 17 Sep 2025
Large Language Models Imitate Logical Reasoning, but at what Cost? Lachlan McGinness Peter Baumgartner ReLM LRM ELM AI4CE 184 2 0 16 Sep 2025
Is In-Context Learning Learning? Adrian de Wynter 137 1 0 12 Sep 2025
COGITAO: A Visual Reasoning Framework To Study Compositionality & Generalization Yassine Taoudi-Benchekroun Klim Troyan Pascal Sager Stefan Gerber Lukas Tuggener Benjamin Grewe LRM 97 0 0 05 Sep 2025
When LLM Meets Time Series: Can LLMs Perform Multi-Step Time Series Reasoning and Inference Wen Ye Jinbo Liu Defu Cao Wei Yang Yan Liu AI4TS 81 1 0 01 Sep 2025
Provable Benefits of In-Tool Learning for Large Language Models Sam Houliston Ambroise Odonnat Charles Arnal Vivien A. Cabannes RALM 144 1 0 28 Aug 2025
Understanding Subword Compositionality of Large Language Models Qiwei Peng Yekun Chai Anders Søgaard 92 1 0 25 Aug 2025
Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling Ivan Rodkin Daniil Orel Konstantin Smirnov Arman Bolatov Bilal Elbouardi ... Aydar Bulatov Preslav Nakov Timothy Baldwin Artem Shelmanov Mikhail Burtsev LRM 213 0 0 22 Aug 2025
Dream 7B: Diffusion Large Language Models Jiacheng Ye Zhihui Xie Lin Zheng Lei Li Zirui Wu Xin Jiang Zhenguo Li Lingpeng Kong DiffM VLM 720 106 0 21 Aug 2025
TransLLM: A Unified Multi-Task Foundation Framework for Urban Transportation via Learnable Prompting Jiaming Leng Yunying Bi Chuan Qin Bing Yin Yanyong Zhang Chao Wang AI4TS 80 0 0 20 Aug 2025
Reinforced Context Order Recovery for Adaptive Reasoning and Planning Long Ma Fangwei Zhong Yizhou Wang LRM 76 2 0 18 Aug 2025
Beyond Ethical Alignment: Evaluating LLMs as Artificial Moral Assistants Alessio Galatolo Luca Alberto Rappuoli Katie Winkle Meriem Beloucif ELM 122 1 0 18 Aug 2025
Is GPT-OSS Good? A Comprehensive Evaluation of OpenAI's Latest Open Source Models Ziqian Bi Keyu Chen Chiung-Yi Tseng Danyang Zhang Pohsun Feng ... Junming Huang Jibin Guan Junfeng Hao Junhao Song Junhao Song ELM 182 3 0 17 Aug 2025
The Missing Reward: Active Inference in the Era of Experience Bo Wen 72 1 0 07 Aug 2025
Topos Theory for Generative AI and LLMs Sridhar Mahadevan 60 0 0 05 Aug 2025
Diagnosing Memorization in Chain-of-Thought Reasoning, One Token at a Time Huihan Li You Chen Siyuan Wang Yixin He Ninareh Mehrabi Rahul Gupta Xiang Ren LRM 177 1 0 04 Aug 2025
CompoST: A Benchmark for Analyzing the Ability of LLMs To Compositionally Interpret Questions in a QALD Setting David Maria Schmidt Raoul Schubert Philipp Cimiano CoGe 272 0 0 28 Jul 2025
Towards Consistent Long-Term Pose Generation Yayuan Li Filippos Bellos Jason J. Corso 151 0 0 24 Jul 2025