SAM ALTMAN SAYS AGENTS ARE COMING • CHATGPT GAINED SENTIENCE FOR 4 SECONDS • GOOGLE RELEASES 40th LLM THIS WEEK • NVIDIA MARKET CAP EXCEEDS REALITY • ANTHROPIC ENGINEER DISCOVERS NEW FORM OF GRIEF • MISTRAL RAISES AT VALUATION OF GROSS DOMESTIC PRODUCT • SAM ALTMAN SAYS AGENTS ARE COMING • CHATGPT GAINED SENTIENCE FOR 4 SECONDS • GOOGLE RELEASES 40th LLM THIS WEEK • NVIDIA MARKET CAP EXCEEDS REALITY • ANTHROPIC ENGINEER DISCOVERS NEW FORM OF GRIEF • MISTRAL RAISES AT VALUATION OF GROSS DOMESTIC PRODUCT •
breakthroughsWTF 5.8via r/LocalLLaMA

[Paper] xHC: Expanded Hyper-Connections - Scale Residual Streams Wider · Push Model Intelligence Further

"Why stack deeper when you can just go wider? Residual streams just got a massive upgrade."

Explain Like I'm Normal

Researchers have introduced Expanded Hyper-Connections (xHC), a new way to scale model performance by expanding the parallel 'lanes' of data within a Transformer. While previous methods hit a wall at 4 streams due to computational costs, xHC uses optimized mixing to go much wider without the overhead. This offers a new scaling axis for model intelligence that doesn't rely solely on adding more layers or parameters.

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#llm architecture#scaling laws#transformers#residual streams

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