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DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning
arXiv:2606.07299v1 Announce Type: new Abstract: Deep Research (DR) has emerged as a new agentic paradigm to tackle complex, open-ended research tasks, demanding systems that can iteratively frame problems, acquire evidence, verify sources, and synthesize long-form reports. In practice, however, current DR systems are constrained by four interrelated limitations: long-horizon planning over an underspecified scope, the bottleneck of decomposing and scheduling such tasks within a single agent,...
ADRA-Bank: A Modular Benchmark for Academic Deep Research Agents
arXiv:2512.00986v3 Announce Type: replace Abstract: A surge in academic publications calls for automated deep research (DR) systems, but accurately evaluating them is still an open problem. First, existing benchmarks often focus narrowly on retrieval while neglecting high-level planning and reasoning. Second, existing benchmarks favor general domains over the academic domains that are the core application for DR agents.
West Ireland’s magical landscape: where limestone rivers, Hollywood legend and Irish myth converge
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A US ally is getting nuclear-powered submarines with no AUKUS. Here's how
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Alarm as nursing cuts leave High Country town without after-hours care
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Hong Kong’s first astronaut success is also a story of youth potential
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Parasitic fly 'sacrifices sight' after finding host, study shows
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Tasmania's population boom has gone bust — and it spells trouble
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'Hush hush': How one footy club welcomed back a sex offender
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