Aug 31, 2026 · R&D Management

AstraFlow Xingtu Client: Automating Systematic Literature Reviews with Evidence Gates

The article demonstrates how the AstraFlow Xingtu client automates systematic literature reviews by generating database-specific queries, retrieving and deduplicating records, applying evidence gates to prevent premature conclusions, and delivering structured outputs including evidence matrices and Zotero-ready citations, with human oversight at critical decision points.

AstraFlow XingtuZotero integrationevidence gate

0 likes · 12 min read

AstraFlow Xingtu Client: Automating Systematic Literature Reviews with Evidence Gates

Data Party THU

Sep 5, 2025 · Artificial Intelligence

What a PRISMA Review Uncovers About Retrieval‑Augmented Generation (RAG)

This systematic PRISMA review analyzes 128 highly‑cited RAG papers, covering five major databases, 343 datasets, a detailed technical roadmap, evaluation metrics from EM to LLM‑as‑Judge, and future research directions, showing that RAG has evolved into a complex, programmable, and auditable distributed system.

AIRAGdatasets

0 likes · 5 min read

What a PRISMA Review Uncovers About Retrieval‑Augmented Generation (RAG)

systematic review

AstraFlow Xingtu Client: Automating Systematic Literature Reviews with Evidence Gates

What a PRISMA Review Uncovers About Retrieval‑Augmented Generation (RAG)