跳转到内容

Gold Standard — 11 Experiments(黄金标准:实验)

知识库位置:FDE Knowledge Base/06 Case Studies/Reference-Projects/01-Enterprise-Knowledge-Assistant/11-Experiments.md

EXP-001 — Vector Search Baseline(向量检索基线)

Section titled “EXP-001 — Vector Search Baseline(向量检索基线)”

Question(问题):

Can vector-only retrieval support common IT questions?
(纯向量检索能否支撑常见 IT 问题?)

Result(结果):

Good semantic retrieval, weak exact-code retrieval. (语义检索好,精确编号检索弱。)

Decision impact(决策影响):

Create EXP-002.(创建 EXP-002。)


EXP-002 — Hybrid Retrieval(混合检索)

Section titled “EXP-002 — Hybrid Retrieval(混合检索)”

Hypothesis(假设):

Hybrid search improves retrieval for mixed semantic + exact queries.
(混合搜索能提升语义 + 精确混合查询的检索效果。)

Result:

Supported adopting hybrid retrieval for Pilot. (支持试点采用混合检索。)


EXP-003 — Version Filtering(版本过滤)

Section titled “EXP-003 — Version Filtering(版本过滤)”

Question:

Can metadata reliably prevent old policies from being retrieved?
(元数据能否可靠阻止旧政策被检索?)

Result:

Validated with representative document versions. (用代表性文档版本验证通过。)


EXP-004 — Permission Filtering(权限过滤)

Section titled “EXP-004 — Permission Filtering(权限过滤)”

Question:

Can retrieval respect user group permissions before context reaches the LLM?
(检索能否在上下文到达大语言模型前尊重用户组权限?)

Result:

Required for Pilot Gate.(试点门禁的必要条件。)