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Data Diversification Methods In Alignment Enhance Math Performance In LLMs
Berkan Dokmeci, Qingyang Wu, Ben Athiwaratkun, Ce Zhang, Shuaiwen Leon Song, James Zou
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Diagnosing Moral Reasoning: A Benchmark for Evaluating Consistency and Robustness in Large Language Models
Andrew Zhu
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
TS-Agent: A Time Series Reasoning Agent with Iterative Statistical Insight Gathering
Penghang Liu, Elizabeth Fons, Svitlana Vyetrenko, Daniel Borrajo, Vamsi K. Potluru, Manuela Veloso
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Murphy: Reflective Multi-Turn Reinforcement Learning for Self-Correcting Code Generation in Large Language
Chanakya Ekbote, Vijay Lingam, Behrooz Omidvar Tehrani, Jun Huan, sujay sanghavi, Anoop Deoras, Stefano Soatto
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
CARE: Turning LLMs Into Causal Reasoning Expert
Juncheng Dong, Yiling Liu, Ahmed Aloui, Vahid Tarokh, David Carlson
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Monitor-Generate-Verify (MGV): Formalising Metacognitive Theory for Language Model Reasoning
Nick Oh, Fernand Gobet
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Skill-Targeted Adaptive Training
Yinghui He, Abhishek Panigrahi, Yong Lin, Sanjeev Arora
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Variation in Verification: Understanding Verification Dynamics in Large Language Models
Yefan Zhou, Austin Xu, Yilun Zhou, Janvijay Singh, Jiang Gui, Shafiq Joty
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Reasoning Up the Instruction Ladder for Controllable Language Models
Zishuo Zheng, Vidhisha Balachandran, Chan Young Park, Faeze Brahman, Sachin Kumar
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
LLM CHESS: Benchmarking Reasoning and Instruction-Following in LLMs through Chess
Sai Kolasani, Maxim Saplin, Nicholas Crispino, Kyle Montgomery, Jared Quincy Davis, Matei Zaharia, Chi Wang, Chenguang Wang
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Not All Thoughts Matter: Selective Attention for Efficient Reasoning
Hao Tang, Guoqing Zheng, Kanishk Gandhi, Harkirat Behl, Vaishnavi Shrivastava, Mojan Javaheripi, Kevin Ellis, Shivam Garg, Dimitris Papailiopoulos
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
Lakshya A Agrawal, Shangyin Tan, Dilara Soylu, Noah Ziems, Rishi Khare, Krista Opsahl-Ong, Arnav Singhvi, Herumb Shandilya, Michael J Ryan, Meng Jiang, Christopher Potts, Koushik Sen, Alex Dimakis, Ion Stoica, Dan Klein, Matei Zaharia, Omar Khattab
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Fathom-Search-4B: Unlocking Long-Horizon DeepSearch via RL
Shreyas Singh, Pradeep Moturi, Kunal Singh
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
SLR: Automated Synthesis for Scalable Logical Reasoning
Lukas Helff, Ahmad Omar, Felix Friedrich, Antonia Wüst, Hikaru Shindo, Tim Woydt, Rupert Mitchell, Patrick Schramowski, Wolfgang Stammer, Kristian Kersting
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Towards Understanding the Optimization Landscape of GRPO and its Variants
Samyak Jain, Ayush Agrawal, Navin Goyal
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Reverse-KL Reinforcement Learning Can Sample From Multiple Diverse Modes
Anthony GX-Chen, Jatin Prakash, Rob Fergus, Rajesh Ranganath
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Demystifying Scientific Problem-Solving in LLMs by Probing Knowledge and Reasoning
Alan Li, Yixin Liu, Arpan Sarkar, Doug Downey, Arman Cohan
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
OpenThoughts: Data Recipes for Reasoning Models
Etash Kumar Guha, Ryan Marten, Sedrick Keh, Negin Raoof, Georgios Smyrnis, Hritik Bansal, Marianna Nezhurina, Jean Mercat, Trung Vu, Zayne Rea Sprague, Ashima Suvarna, Benjamin Feuer, Leon Liangyu Chen, Zaid Khan, Eric Frankel, Sachin Grover, Caroline Choi, Niklas Muennighoff, Shiye Su, Wanjia Zhao et al. (30 additional authors not shown)
ARS: Adaptive Reasoning Suppression for Efficient Large Reasoning Language Models
Dongqi Zheng
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Grounding LLM Reasoning with Knowledge Graphs
Alfonso Amayuelas, Joy Prakash Sain, Simerjot Kaur, Charese Smiley
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Benefits and Limitations of Communication in Multi-Agent Reasoning
Michael Rizvi-Martel, Satwik Bhattamishra, Neil Rathi, Guillaume Rabusseau, Michael Hahn
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Beyond Memorization: Reasoning-Driven Synthesis as a Mitigation Strategy Against Benchmark Contamination
Terry Jingchen Zhang, Gopal Dev, Ning Wang, Nicole Ni, Wenyuan Jiang, Yinya Huang, Bernhard Schölkopf, Mrinmaya Sachan, Zhijing Jin
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
Reasoning Large Language Model Errors Arise from Hallucinating Critical Problem Features
Alex Heyman, Joel Zylberberg
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
RoBoN: Routed Online Best-of-n for Test-Time Scaling with Multiple LLMs
Jonathan Geuter, Gregor Kornhardt
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone
"Think Just Enough: Sequence-Level Entropy as a Confidence Signal for LLM Reasoning"
Aman Sharma, Paras Chopra
- Published: 23 Sept 2025, Last Modified: 07 Dec 2025
- FoRLM 2025
- Readers: Everyone

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Published: 23 Sept 2025, Last Modified: 07 Dec 2025
FoRLM 2025
Readers: Everyone