Academic

Academic

Academic · 1 min

Efficient Reasoning with Balanced Thinking

arXiv:2603.12372v1 Announce Type: new Abstract: Large Reasoning Models (LRMs) have shown remarkable reasoning capabilities, yet they often suffer from overthinking, expending redundant computational steps on …

Yulin Li, Tengyao Tu, Li Ding, Junjie Wang, Huiling Zhen, Yixin Chen, Yong Li, Zhuotao Tian
35 views
Academic · 1 min

AI Planning Framework for LLM-Based Web Agents

arXiv:2603.12710v1 Announce Type: new Abstract: Developing autonomous agents for web-based tasks is a core challenge in AI. While Large Language Model (LLM) agents can interpret …

Orit Shahnovsky, Rotem Dror
36 views
Academic · 1 min

AI Model Modulation with Logits Redistribution

arXiv:2603.12755v1 Announce Type: new Abstract: Large-scale models are typically adapted to meet the diverse requirements of model owners and users. However, maintaining multiple specialized versions …

Zihan Wang, Zhongkui Ma, Xinguo Feng, Zhiyang Mei, Ethan Ma, Derui Wang, Minhui Xue, Guangdong Bai
36 views
Academic · 1 min

From Garbage to Gold: A Data-Architectural Theory of Predictive Robustness

arXiv:2603.12288v1 Announce Type: cross Abstract: Tabular machine learning presents a paradox: modern models achieve state-of-the-art performance using high-dimensional (high-D), collinear, error-prone data, defying the "Garbage …

Terrence J. Lee-St. John, Jordan L. Lawson, Bartlomiej Piechowski-Jozwiak
33 views
Academic · 1 min

Aligning Language Models from User Interactions

arXiv:2603.12273v1 Announce Type: cross Abstract: Multi-turn user interactions are among the most abundant data produced by language models, yet we lack effective methods to learn …

Thomas Kleine Buening, Jonas H\"ubotter, Barna P\'asztor, Idan Shenfeld, Giorgia Ramponi, Andreas Krause
30 views
Academic · 1 min

Developing and evaluating a chatbot to support maternal health care

arXiv:2603.13168v1 Announce Type: new Abstract: The ability to provide trustworthy maternal health information using phone-based chatbots can have a significant impact, particularly in low-resource settings …

Smriti Jha, Vidhi Jain, Jianyu Xu, Grace Liu, Sowmya Ramesh, Jitender Nagpal, Gretchen Chapman, Benjamin Bellows, Siddhartha Goyal, Aarti Singh, Bryan Wilder
51 views