Expired50% confidenceSolutionExact time
It is recommended to use Tongyi Qianwen's Embedding model in Dify for RAG functions such as knowledge base retrieval.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/16/2026
First Seen
Valid until: 10/14/2026(expired)
Sources
Related Claims
VerifiedRAG effectively mitigates the two major problems of large language models—knowledge cutoff and hallucination—by forcing the model to extract answers from trusted documents.73% similarUnverifiedEmbedding模型微调通常采用对比学习范式，典型方法是构造查询-正例文档-负例文档三元组，通过InfoNCE或Triplet Loss等损失函数优化73% similarUnverifiedRAG论文的核心洞察是参数化知识（存储在模型权重中）与非参数化知识（存储在外部检索库中）可以有机结合69% similarUnverified知识图谱以工具（tools）形式暴露给前沿模型，而非直接塞进 prompt，使模型可按需多次调用查询69% similar
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