mlsanityData to 14 Oct 2026

DEEPMED Search: An Open-Source Agentic Platform for Medical Deep Research with Introspective Verification

arXiv 2606.29746 ↗First posted 29 Jun 2026cs.AI cs.HCcited by 0

On the map: LLM agents and tool use → Medical and scientific domain agents

Abstract (arXiv)

Navigating the deluge of heterogeneous medical data, from academic literature (PubMed) to clinical guidelines (Web) and private knowledge bases, remains a critical bottleneck for evidence-based medicine. While commercial black-box tools lack transparency, standard open-source RAG implementations frequently suffer from reasoning drift when handling complex, long-tail queries. We present DEEPMED Search, a fully open-source, agentic platform designed for transparent medical deep research. Built on a high-performance Next.js architecture, DEEPMED Search features a source-adaptive router that autonomously dispatches sub-queries to PubMed, web search, or local graph-based knowledge bases based on information density. Crucially, the platform integrates an introspective verification module, powered by a causal-consistent multi-agent debate framework, to validate retrieved evidence against diagnostic logic before synthesis. To demonstrate its robustness, we showcase DEEPMED Search's ability to autonomously decompose high-difficulty rare disease queries, filter out confounding noise, and generate structured, citation-backed research reports in minutes. By open-sourcing this software, we provide the community with a robust infrastructure to democratize access to trustworthy, glass-box medical reasoning in research and prototyping settings.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Placed in Medical and scientific domain agents, one of 16 directions in LLM agents and tool use. Builds on 14 of its 20 references that are in the map. First posted on arXiv 29 Jun 2026.

Builds on

14 of 20 references.

Closest ancestors · 1

Same direction, newest first

  1. 2025MedAgent-Pro: Towards Evidence-based Multi-modal Medical Diagnosis via Reasoning Agentic Workflow21 Mar

Other references · 13

  1. 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,297
  2. 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,695
  3. 2020Dense Passage Retrieval for Open-Domain Question Answeringcited by 3,824
  4. 2022Survey of Hallucination in Natural Language Generationcited by 2,075
  5. 2023Improving Factuality and Reasoning in Language Models through Multiagent Debatecited by 1,784
  6. 2020Leveraging Passage Retrieval with Generative Models for Open Domain Question Answeringcited by 1,210
  7. 2022When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memoriescited by 1,128
  8. 2023ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debatecited by 742
  9. 2022Large Language Models Struggle to Learn Long-Tail Knowledgecited by 458
  10. 2023Causal Reasoning and Large Language Models: Opening a New Frontier for Causalitycited by 353
  11. 2024Benchmarking Retrieval-Augmented Generation for Medicinecited by 331
  12. 2025Quantifying the Reasoning Abilities of LLMs on Real-world Clinical Casescited by 29
1 more
  1. 2024Toward Robust RALMs: Revealing the Impact of Imperfect Retrieval on Retrieval-Augmented Language Modelscited by 8

Built on by

Not cited yet.

Similar, not cited

Close in wording, no citation either way

  1. 2026DEEPMED: Building a Medical DeepResearch Agent via Multi-hop Med-Search Data and Turn-Controlled Agentic Training & Inference
  2. 2026DeepER-Med: Advancing Deep Evidence-Based Research in Medicine Through Agentic AI
  3. 2025MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework
  4. 2026QuarkMedSearch: A Long-Horizon Deep Search Agent for Exploring Medical Intelligence
  5. 2025MedBrowseComp: Benchmarking Medical Deep Research and Computer Use
  6. 2025End-to-End Agentic RAG System Training for Traceable Diagnostic Reasoning
  7. 2026Generating Biomedical Fact-Checking Reports with RL-Enhanced Agentic Search
  8. 2026DeepRoot: A KG-Coordinated Multi-Agent System for Therapeutic Reasoning over Historical Medical Texts