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Research2026-07-28 · source-backed
MAPD inserts structured JSON protocols (task types, reasoning plans, grounding facts) as an intermediate representation distilled from proprietary models into open ones, decomposing queries, retrieving evidence, repairing failed searches and converting exploration traces into protocols that guide a privileged training branch. 39.4% success on Qwen3-1.7B, 44.4% on Qwen3-4B across seven QA benchmarks, while suppressing style drift and verbosity degeneration. A credible recipe for moving agentic search onto hardware you own. (arXiv 2607.24280)
Each link below shares sources, entities, or timing with this story.
Shared entity: Multi / Same source domain / Earlier coverage / Tension
Both cover Multi; reported by the same outlet (arxiv.org); earlier Multi coverage from 2026-07-25.
Both cover Multi; reported by the same outlet (arxiv.org); earlier Multi coverage from 2026-07-22.
Shared entity: Qwen3 / Same source domain / Earlier coverage / Tension
Both cover Qwen3; reported by the same outlet (arxiv.org); earlier Qwen3 coverage from 2026-04-21.
Shared entity: Qwen3 / Shared topic / Earlier coverage / Tension
Both cover Qwen3; overlapping topics (agentic, benchmark); earlier Qwen3 coverage from 2026-04-21.
Shared entity: Multi / Same source domain / Earlier coverage / Downstream implication
Both cover Multi; reported by the same outlet (arxiv.org); earlier Multi coverage from 2026-02-27.
Shared entities / Earlier coverage
Both cover JSON, Qwen3; earlier JSON coverage from 2026-03-06.
Both cover JSON, Multi; earlier JSON coverage from 2026-02-17.
Shared entity: Multi / Same source domain / Downstream implication
Both cover Multi; reported by the same outlet (arxiv.org); traces where this leads (downstream).