BWhat changed
Built a heterogeneous expert architecture combining shared and modality-specific parameters, with a documented multimodal training/deployment toolkit and open model family.
Scientific scope
Built a heterogeneous expert architecture combining shared and modality-specific parameters, with a documented multimodal training/deployment toolkit and open model family. June2025 technical report covers one system family, not ten achievements for its variants. MoE and multimodal pretraining are inherited; reported utilization and benchmark results are configuration-specific, not external acceptance.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. June2025 technical report covers one system family, not ten achievements for its variants. MoE and multimodal pretraining are inherited; reported utilization and benchmark results are configuration-specific, not external acceptance.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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