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TutorBench: A Benchmark To Assess Tutoring Capabilities Of Large Language Models
Rakshith Sharma Srinivasa, Zora Che, Chen Bo Calvin Zhang, Diego A. Mares Buendia, Ernesto Gabriel Hernández Montoya, Jayeon Park, Dean Lee, Guillermo A. Mangialardi, Charmaine Ng, Ed-Yeremai Hernandez-Cardona, Anisha Gunjal, Yunzhong He, Bing Liu, Chen Xing
- Published: 02 Mar 2026, Last Modified: 02 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Greedy Information Projection for LLM Data Selection
Victor Ye Dong, Kuan-Yun Lee, Jiamei Shuai, Shengfei Liu, Yi Liu, Jian Jiao
- Published: 02 Mar 2026, Last Modified: 20 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
ATLAS: Adaptive Transfer Scaling Laws for Multilingual Pretraining, Finetuning, and Decoding the Curse of Multilinguality
Shayne Longpre, Sneha Kudugunta, Niklas Muennighoff, I-Hung Hsu, Isaac Rayburn Caswell, Alex Pentland, Sercan O Arik, Chen-Yu Lee, Sayna Ebrahimi
- Published: 02 Mar 2026, Last Modified: 04 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Shape of Thought: When Distribution Matters More than Correctness in Reasoning Tasks
Abhranil Chandra, Ayush Agrawal, Arian Hosseini, Sebastian Fischmeister, Rishabh Agarwal, Navin Goyal, Aaron Courville
- Published: 02 Mar 2026, Last Modified: 02 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Hierarchical Agenda Reasoning for Strategic Multi-Turn Dialogue Agents
Marwa Abdulhai, Ryan Cheng, Aryansh Shrivastava, Aviral Kumar, Sergey Levine
- Published: 02 Mar 2026, Last Modified: 02 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Configuration-to-Performance Scaling Law with Neural Ansatz
Huaqing Zhang, Kaiyue Wen, Tengyu Ma
- Published: 02 Mar 2026, Last Modified: 02 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
The Capability Frontier: Benchmarks Miss 82% of Model Performance
Bradley Fowler, Ryan Smith, Daniel Thi Graviet, William Myers, Joshua Greaves, Narmeen Fatimah Oozeer, Antía García, Philip Quirke, Fazl Barez, Amir Abdullah, Shriyash Kaustubh Upadhyay
- Published: 02 Mar 2026, Last Modified: 13 Mar 2026
- ICLR 2026 Workshop DATA-FM Oral
- Readers: Everyone
Guess the unified model: Domain and Linguistic Effects in Generated Images
Jasin Cekinmez, Ryo Mitsuhashi, Yida Yin
- Published: 02 Mar 2026, Last Modified: 29 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Auditing Preference-Based Post-Training of LLMs via Strong Membership Inference Attacks
Lorenzo Rossi, Kaif Shaikh, Franziska Boenisch, Adam Dziedzic
- Published: 02 Mar 2026, Last Modified: 30 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Measuring Dataset Diversity from a Geometric Perspective
Yang Ba, Mohammad Sadeq Abolhasani, Michelle V Mancenido, Rong Pan
- Published: 02 Mar 2026, Last Modified: 02 Apr 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
The Era of Real-World Human Interaction: RL from User Conversations
Chuanyang Jin, Jing Xu, Bo Liu, Leitian Tao, Olga Golovneva, Tianmin Shu, Wenting Zhao, Xian Li, Jason E Weston
- Published: 02 Mar 2026, Last Modified: 02 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Escaping Model Collapse via Synthetic Data Verification: Near-term Improvements and Long-term Convergence
Bingji Yi, Qiyuan Liu, Yuwei Cheng, Haifeng Xu
- Published: 02 Mar 2026, Last Modified: 05 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
ROSER: Few-Shot Robotic Sequence Retrieval for Scalable Robot Learning
Zillur Rahman, Eddison Pham, Alejandro Daniel Noel, Cristian Meo
- Published: 02 Mar 2026, Last Modified: 17 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
An Empirical Study on Noisy Data and LLM Pretraining Loss Divergence
Qizhen Zhang, Ankush Garg, Jakob Nicolaus Foerster, Niladri S. Chatterji, Kshitiz Malik, Mike Lewis
- Published: 02 Mar 2026, Last Modified: 31 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Are Easier or Harder Examples Better? Rethinking Data Selection for Reward Models and Preference Optimization
Kevin Christian Wibisono, Aya Abdelsalam Ismail, Pedro O. Pinheiro, Yixin Wang, Kyunghyun Cho, Natasa Tagasovska, Rajesh Ranganath
- Published: 02 Mar 2026, Last Modified: 25 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Open LLM Projects Should Allocate More Compute for Data Than Training
Maximilian Idahl
- Published: 02 Mar 2026, Last Modified: 02 Apr 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
SynQuE: Estimating Synthetic Dataset Quality Without Annotations
Arthur Chen, Victor Zhong
- Published: 02 Mar 2026, Last Modified: 28 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Beyond Training for Cultural Awareness: The Role of Dataset Linguistic Structure in Large Language Models
Reem I. Masoud, Chen Feng, Shunta Asano, Saied Alshahrani, Philip Colin Treleaven, Miguel R. D. Rodrigues
- Published: 02 Mar 2026, Last Modified: 02 Apr 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Federated Agent Reinforcement Learning
Canyu Chen, Kangyu Zhu, Zhaorun Chen, Zhanhui Zhou, Shizhe Diao, Yiping Lu, Tian Li, Manling Li, Dawn Song
- Published: 02 Mar 2026, Last Modified: 02 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
DUMP: Distribution-Level Curriculum Learning for RL-based LLM Post-training
Zhenting Wang, Guofeng Cui, Yu-Jhe Li, Kun Wan, Wentian Zhao
- Published: 02 Mar 2026, Last Modified: 31 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Structured Captions Improve Prompt Adherence in Text-to-Image Models (Re-LAION-Caption 19M)
Nicholas Merchant, Haitz Sáez de Ocáriz Borde, Andrei Cristian Popescu, Carlos Garcia Jurado Suarez
- Published: 02 Mar 2026, Last Modified: 07 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
Language Self-Play For Data-Free Training
Jakub Grudzien Kuba, Mengting Gu, Qi Ma, Yuandong Tian, Vijai Mohan, Chun-cheng Jason Chen
- Published: 02 Mar 2026, Last Modified: 02 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
MixtureVitae: Open Web-Scale Pretraining Dataset With High Quality Instruction and Reasoning Data Built from Permissive-First Text Sources
Huu Nguyen, Victor May, Harsh Raj, Marianna Nezhurina, Yishan Wang, Yanqi Luo, Vu Minh Chien, Taishi Nakamura, Ken Tsui, Van Khue Nguyen, David Salinas, Aleksandra Krasnodębska, Christoph Schuhmann, Mats Leon Richter, Xuan-Son Vu, Jenia Jitsev
- Published: 02 Mar 2026, Last Modified: 02 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone
[Short] Max It or Miss It: Benchmarking LLM On Solving Extremal Problems
Binxin Gao, Jingjun Han
- Published: 02 Mar 2026, Last Modified: 15 Mar 2026
- ICLR 2026 Workshop DATA-FM
- Readers: Everyone

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