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Mini toolsQwen DeepResearch 2511
By Alibaba
Model family: Qwen
Qwen DeepResearch 2511 treats complex questions as investigations rather than one-shot queries. It drafts a plan, runs targeted searches, opens pages and documents, de-duplicates overlapping sources, and cross-checks claims before composing a response. The model handles charts, tables, and scanned pages with layout awareness, keeps a running memory of what has been read, and records actions in schema-true JSON so pipelines can audit every step. Tool calls let it follow links, fetch PDFs, extract key fields, and verify figures with lightweight calculations, while long context keeps multi-document threads coherent. Output can include citations with timestamps, confidence notes, and next-step suggestions, which makes it a practical core for enterprise RAG, reports, and agent workflows that need grounded, reproducible answers.
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Gen 7
Overview
Qwen DeepResearch 2511 is a multi-step research model that plans queries, searches the web, reads pages and PDFs, extracts facts, and writes answers with citations. It supports long context, tool and function calling, and structured JSON logs for traceable results.
About Alibaba
Chinese e-commerce and cloud leader behind Taobao, Tmall, and Alipay.
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Last updated: February 25, 2026
