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GraphARC: A Comprehensive Benchmark for Graph-Based Abstract Reasoning
Saku Peltonen, August Bøgh Rønberg, Andreas Plesner, Roger Wattenhofer
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
TokUR: Token-Level Uncertainty Estimation for Large Language Mode Reasoning
Tunyu Zhang, Haizhou Shi, Yibin Wang, Hengyi Wang, Xiaoxiao He, Zhuowei Li, Haoxian Chen, Ligong Han, Kai Xu, Huan Zhang, Dimitris N. Metaxas, Hao Wang
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning
Chengfei Wu, Ronald Seoh, Bingxuan Li, Liqiang Zhang, Fengrong Han, Dan Goldwasser
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Weak-to-Strong Generalization with Failure Trajectories
Ruimeng Ye, Zihan Wang, Yang Xiao, Zinan Ling, Manling Li, Bo Hui
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Reinforcement Learning Improves Traversal of Hierarchical Knowledge in LLMs
Renfei Zhang, Manasa Kaniselvan, Niloofar Mireshghallah
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Label-Invariant Hessian Regularization Mitigates Grokking in Mathematical Reasoning
Hongyang R. Zhang, Zhenshuo Zhang, Jerry Weihong Liu, Christopher Re
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
T-FIX: Text-Based Explanations with Features Interpretable to eXperts
Shreya Havaldar, Helen Jin, Chaehyeon Kim, Anton Xue, Weiqiu You, Gary E. Weissman, Rajat Deo, Sameed Ahmed M. Khatana, Helen Qu, Marco Gatti, Daniel A Hashimoto, Amin Madani, Masao Sako, Bhuvnesh Jain, Lyle Ungar, Eric Wong
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
R1-Compress: Long Chain-of-Thought Compression via Chunk Compression and Search
Yibo Wang, Haotian Luo, Huanjin Yao, Tiansheng Huang, Haiying He, Rui Liu, Naiqiang Tan, Jiaxing Huang, Xiaochun Cao, Dacheng Tao, Li Shen
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Steering LLMs’ Reasoning With Activation State Machines
Ian Li, Philip Chen, Max Huang, Andrew Park, Loris D'Antoni, Rose Yu
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Hop, Skip, and Overthink: Diagnosing Why Reasoning Models Fumble during Multi-Hop Analysis
Anushka Yadav, Isha Nalawade, Srujana Pillarichety, Yashwanth Babu Vunnam, Samyadeep Basu, Reshmi Ghosh, Wenlong Zhao, Ali Naseh, Sriram Balasubramanian, Soundararajan Srinivasan
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Can We Predict Alignment Before Models Finish Thinking? Towards Monitoring Misaligned Reasoning Models
Yik Siu Chan, Zheng Xin Yong, Stephen Bach
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
FRIT: Using Causal Importance to Improve Chain-of-Thought Faithfulness
Anand Swaroop, Akshat Nallani, Saksham Uboweja, Adiliia Uzdenova, Michael Nguyen, Kevin Zhu, Sunishchal Dev, Ashwinee Panda, Vasu Sharma, Maheep Chaudhary
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Reasoning with Preference Constraints: A Benchmark for Language Models in Many-to-One Matching Markets
Marylou Fauchard, Florian Carichon, Margarida Carvalho, Golnoosh Farnadi
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
EAT: Entropy After $\langle/ \tt Think \rangle$ for reasoning model early exiting
Xi Wang, Lequn Wang, James McInerney, Nathan Kallus
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Representational Homomorphism Error Predicts Compositional Generalization In Language Models
Zhiyu An, Wan Du
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Learning to Answer from Correct Demonstrations
Nirmit Joshi, Gene Li, Siddharth Bhandari, Shiva Kasiviswanathan, Cong Ma, Nathan Srebro
- Published: 23 Sept 2025, Last Modified: 15 Dec 2025
- FoRLM 2025
- Readers: Everyone
UQ: Assessing Language Models on Unsolved Questions
Fan Nie, Ken Liu, Zihao Wang, Rui Sun, Wei Liu, Weijia Shi, Huaxiu Yao, Linjun Zhang, Andrew Y. Ng, James Zou, Sanmi Koyejo, Yejin Choi, Percy Liang, Niklas Muennighoff
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Language Models That Think, Chat Better
Adithya Bhaskar, Xi Ye, Danqi Chen
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Is Random Attention Sufficient for Sequence Modeling?
Yihe Dong, Lorenzo Noci, Mikhail Khodak, Mufan Li
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Beyond 'Aha!': Toward Systematic Meta-Abilities Alignment in Large Reasoning Models
Zhiyuan Hu, Yibo Wang, Hanze Dong, Yuhui Xu, Amrita Saha, Caiming Xiong, Bryan Hooi, Junnan Li
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Beyond Introspection: Reinforcing Thinking via Externalist Behavioral Feedback
Diji Yang, Linda Zeng, Kezhen Chen, Yi Zhang
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
ActivationReasoning: Logical Reasoning in Latent Activation Spaces
Lukas Helff, Ruben Härle, Wolfgang Stammer, Felix Friedrich, Manuel Brack, Antonia Wüst, Hikaru Shindo, Patrick Schramowski, Kristian Kersting
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Efficient First-Order Logic-Based Method for Enhancing Logical Reasoning Capabilities of LLMs
Wanzhen Fu, Haocheng Yang, Fengxiang Cheng, Fenrong Liu
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Chain-of-Frames: Advancing Video Understanding in Multimodal LLMs via Frame-Aware Reasoning
Sara Ghazanfari, Francesco Croce, Nicolas Flammarion, Prashanth Krishnamurthy, Farshad Khorrami, Siddharth Garg
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
ReFIne: A Framework for Trustworthy Large Reasoning Models with Reliability, Faithfulness, and Interpretability
Chung-En Sun
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone

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