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Cognitive Technology Team
Cognitive Technology Team
Mar 4, 2025 · Artificial Intelligence

Deep Searcher: An Open‑Source Agentic RAG Framework for Enterprise‑Level Search and Knowledge Retrieval

The article introduces Deep Searcher, an open‑source Agentic Retrieval‑Augmented Generation system that combines large language models, Milvus vector databases, and multi‑step reasoning to deliver enterprise‑grade search, reporting, and complex query capabilities, and compares its performance against traditional RAG and Graph RAG approaches.

LLMOpen SourceRAG
0 likes · 18 min read
Deep Searcher: An Open‑Source Agentic RAG Framework for Enterprise‑Level Search and Knowledge Retrieval
DataFunTalk
DataFunTalk
May 18, 2023 · Artificial Intelligence

Query Intent Recognition in Enterprise Search: Knowledge‑Enhanced and Pretrained Model Approaches

This article explains how Alibaba's enterprise search system tackles query intent recognition by combining knowledge‑enhanced techniques, short‑text classification, and pretrained language models such as StructBERT and prompt‑learning, and it shares two real‑world case studies, experimental results, and future research directions.

NLPenterprise searchknowledge enhancement
0 likes · 19 min read
Query Intent Recognition in Enterprise Search: Knowledge‑Enhanced and Pretrained Model Approaches