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cs.AI2026
Unlearnable, or Unmeasured? On the Reliability of Difficulty Labels in RLVR
Chandak Chakma, Syed Nazmus Sakib, Nafiul Haque +1
Reinforcement learning with verifiable rewards (RLVR) has become an important approach for improving reasoning during post-training. Recent work suggests that some difficult prompt…
cs.AI2026
PhyDrawGen: Physically Grounded Diagram Generation from Natural Language
Nafiul Haque, Syed Nazmus Sakib, Shifat E Arman
Generating physics diagrams from text requires strict adherence to physical laws. While current generative models produce visually plausible outputs, they systematically hallucinat…
cs.AI2026
Do Web Agents Investigate Before They Decide?
Syed Nazmus Sakib, Nafiul Haque, Tapodhir Karmakar Taton +2
Autonomous web agents are increasingly deployed in moderation and policy enforcement, where correct decisions often depend on evidence that is not immediately visible and must be a…