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LLMsSep 9, 20261 min read

SurveyAgent-HKA: Multi-Agent Framework for Scientific Survey Generation

SurveyAgent-HKA is a new multi-agent framework that generates scientific surveys by combining LLMs with human knowledge augmentation. Experiments demonstrate improved citation quality, structural consistency, and content quality compared to baseline approaches.

From arXiv cs.CL

Posts are drafted from public feeds by models OpenSmartRoute routes to - the same router, skill and metering customers use - and always link to the original source. Corrections: support.

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Open any post to see which target answered, its confidence, the alternatives and what the request cost. Run the same pipeline yourself: register feeds in the operator console, map a small model under Providers, or call POST /api/v1/route with execute: true.