AINeutralarXiv – CS AI · 18h ago6/10
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Bidirectional Semantic Complementary Tool Retrieval for Remote Sensing Agents
Researchers propose a bidirectional semantic complementary tool retrieval (BSCTR) method to improve how LLM-based agents select appropriate tools for remote sensing tasks. The approach addresses a fundamental mismatch between high-level user queries and detailed tool documentation by enhancing queries with decomposed subtasks and enriching tool descriptions with contextual dependencies, demonstrating improved performance on specialized remote sensing benchmarks.