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LiveUpdated 2026-11-04 05:03 UTC

AI 查公司数据最坑的地方,是它会把 uid 和 user_id 混为一谈,最后算出一个看着挺像样的错数。

AI 查公司数据最坑的地方,是它会把 uid 和 user_id 混为一谈,最后算出一个看着挺像样的错数。 人大开源的 EvoOntology 就是冲着这个毛病来的。 指标定义、表关系先拿真实数据验证过,Agent 用到哪条,再通过…

This is a dev post classified by AGK Intelligence as AI dev tools (a tool drop), kept by the Dev Radar because it carries real work, not commentary.

AI 查公司数据最坑的地方,是它会把 uid 和 user_id 混为一谈,最后算出一个看着挺像样的错数。 人大开源的 EvoOntology 就是冲着这个毛病来的。 指标定义、表关系先拿真实数据验证过,Agent 用到哪条,再通过 MCP 去查。 每跑完一轮只修出错的那一块,新版跑赢旧版才准上线。 GPT-5.5、Claude-Sonnet-5 等四个模型平均下来,DDR-Bench 涨了 20 分,BIRD 涨了 8.8 分。 Claude Code 和 Codex 装个插件就能用。 🔗 https://github.com/ruc-datalab/EvoOntology 🔗 https://huggingface.co/papers/2609.15779

Posted by lumxss (34.3k followers) 53 min ago · 4 likes · 274 views · view the original post on X. Kept by the Dev Radar as AI dev tools. Tools mentioned: evoontology, 2609.15779.

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