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DeepSeek Publishes mHC to Stabilize Wider Residual Streams in LLMs

The arXiv paper details a Birkhoff‑polytope constraint that kept residual signals stable with modest training overhead.

DeepSeek Open-Sources OCR System That Compresses LLM Contexts With Visual Tokens

DeepSeek Releases V3.1, Tunes FP8 Format for Forthcoming Chinese AI Chips