Analysis
Oracle is innovating enterprise search by introducing Trusted Answer Search, a system that skips the LLM to deliver deterministic, reliable results. By relying on ONNX-based In-Database Embeddings and hybrid search, it brilliantly sidesteps common generative AI pitfalls like Hallucination and high Latency. This approach offers an exciting, highly efficient alternative to traditional 检索增强生成 (RAG) architectures, allowing organizations to fine-tune search accuracy continuously at a much lower cost.
Key Takeaways
- •Avoids LLM-related risks such as Hallucination, high Latency, and unpredictable behaviors by utilizing a deterministic search model.
- •Leverages ONNX for In-Database Embeddings alongside metadata-focused hybrid search to deliver fast and accurate results.
- •Enables continuous, low-cost improvement of search accuracy through built-in feedback mechanisms, bypassing the need for expensive model fine-tuning.
Reference / Citation
View Original"Trusted Answer Search is different from such RAG in that it places emphasis on providing deterministic answers without using an LLM."