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PANINI-DR system enhances deep research with multi-agent approach · 2 sources tracked

By PulseAugur Editorial · [3 sources] ·

Researchers have developed PANINI-DR, a multi-agent system designed to enhance deep research by managing complex search, reasoning, and computation steps. The system utilizes a Generative Semantic Workspace to record subquestions, dependencies, findings, and evidence, with a dedicated verification agent ensuring answer accuracy and evidence backing. PANINI-DR demonstrated superior performance on benchmarks like BrowseComp-Plus, FRAMES, and MoNaCo, outperforming existing deep-research harnesses. AI

IMPACT This system could significantly improve the efficiency and accuracy of complex research tasks by better managing information and verification.

RANK_REASON The cluster describes a new research paper detailing a novel system for deep research.

Read on arXiv cs.IR (Information Retrieval) →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

PANINI-DR system enhances deep research with multi-agent approach · 2 sources tracked

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COVERAGE [3]

  1. arXiv cs.AI TIER_1 English(EN) · M. Yigit Turali, Shreyas Rajesh, M. Efe Lorasdagi, Chenda Duan, Kartik Sharma, Vwani Roychowdhury ·

    PANINI-DR: Controlled Deep Research through Generative Semantic Workspaces

    arXiv:2610.15208v1 Announce Type: cross Abstract: Deep research requires connecting multiple steps of search, reasoning, and computation, with intermediate findings guiding what to investigate next. As investigations grow, agents must maintain research state across model calls an…

  2. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Vwani Roychowdhury ·

    PANINI-DR: Controlled Deep Research through Generative Semantic Workspaces

    Deep research requires connecting multiple steps of search, reasoning, and computation, with intermediate findings guiding what to investigate next. As investigations grow, agents must maintain research state across model calls and check findings before errors propagate into subs…

  3. Hugging Face Daily Papers TIER_1 English(EN) ·

    PANINI-DR: Controlled Deep Research through Generative Semantic Workspaces

    Deep research requires connecting multiple steps of search, reasoning, and computation, with intermediate findings guiding what to investigate next. As investigations grow, agents must maintain research state across model calls and check findings before errors propagate into subs…

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