Aeronautical Information Publication (AIP) documents provide authoritative operational information for flight planning, airport operations, and air traffic management. However, their hybrid table–text layouts make reliable knowledge retrieval difficult, particularly when operational questions require field-level table...
Ya-Fei Chen, Can Zhao, Zhi-Hao Gao et al.· 2026 14th International Conf...· 0 citations
Accurate and reliable aerodrome weather forecasting is essential for aerodrome safety and efficiency. However, existing approaches often fail to effectively capture the multi-scale dynamics and structural heterogeneity inherent in airport meteorological data, which involves variable numbers of runways, entangled high-f...
Xinyu Li, Yunyi Huang, Quan Fang et al.· Proceedings of the 32nd ACM...· 0 citations
Rubric-based reinforcement learning (Rubric-RL) trains language models where no verifier exists. A judge checks each criterion of a rubric, and the verdicts are aggregated into a reward, most often by a weighted sum. We show that this additive aggregation is the weak point. Under a sum, criteria compensate for one anot...
Mao-Qi Liu, Jun-Wei He, Bo-Wen Zhang et al.· 0 citations
SPRII, a training principle that uses relations between interactions as weak supervision for persistent context while retaining the learner's native objective, is introduced.
Jia-Xuan Dai, Quan Fang, Junyu Gao et al.· 0 citations
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