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Reka Team: multimodal curriculum and reverse long-document instruction training

Contribution grade

Multimodal foundation-model systems · Human-designed research method or resource

Reference score65,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Integrated modular text/image/video/audio input encoders with a text-generating backbone and staged data/objective/context curricula, including synthetic reverse instruction construction from long documents.

Scientific scope

Integrated modular text/image/video/audio input encoders with a text-generating backbone and staged data/objective/context curricula, including synthetic reverse instruction construction from long documents. SwiGLU, GQA, RoPE, normalization and RLHF are inherited. Acquired delta is documented multimodal training/system resource, not their invention. April report controls details; February launch did not yet include Core. Passkey retrieval is not general long-context reliability, and source benchmarks are not independently replayed.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. SwiGLU, GQA, RoPE, normalization and RLHF are inherited. Acquired delta is documented multimodal training/system resource, not their invention. April report controls details; February launch did not yet include Core. Passkey retrieval is not general long-context reliability, and source benchmarks are not independently replayed.

Contributors

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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