FIRE: Learning to Navigate and Act on Real-World Files via Stateful Reinforcement Learning
Jingyuan Ma · Zheng Li · Rui Li · Siyao Song · Ying Zeng · MINGHAO LI · Zhifang Sui
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Jingyuan Ma · Zheng Li · Rui Li · Siyao Song · Ying Zeng · MINGHAO LI · Zhifang Sui
Jingyuan Ma · Rui Li · Zheng Li · Junfeng Liu · Heming Xia · Lei Sha · Zhifang Sui
Emerging Large Reasoning Models (LRMs) consistently excel in mathematical and reasoning tasks, showcasing remarkable capabilities. However, the enhancement of reasoning abilities and the exposure of internal reasoning processes introduce new safety vulnerabilities. A critical question arises: whe...
Zheng Li · Qingxiu Dong · Jingyuan Ma · Di Zhang · Kai Jia · Zhifang Sui
Recently, large reasoning models demonstrate exceptional performance on various tasks. However, reasoning models always consume excessive tokens even for simple queries, leading to resource waste and prolonged user latency. To address this challenge, we propose SelfBudgeter - a self-adaptive reas...