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Author

Youngjae Yu

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ResearchMath-14K: Scaling Research-Level Mathematics via Agents

ResearchMath-14k is introduced, a set of research-level mathematical problems curated from academic sources via a multi-agent pipeline that ranks above existing math datasets on knowledge, novelty, and procedural difficulty and suggests that research-level mathematical content and greater reasoning diversity may help e...

Guijin Son, Seungyeop Yi, Minju Gwak et al. · 3 citations · ⚡2
#natural language process... Preprint Sep 2026

Same Trajectory, Contradictory Rewards (ROBORMBENCH): Paraphrase Fragility in Vision Language Reward Models

This work shows that paraphrase robustness is a core requirement for reliable VLM-based reward modeling in robotics and introduces ROBORMBENCH, a benchmark with 2,390 real-robot trajectories, ground-truth progress labels, and 21,673 verified paraphrases spanning lexical, syntactic, and action-goal rewrites.

Wonje Jeung, Sangyeon Yoon, Hyesoo Hong et al. · 0 citations

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