Humans share acoustic preferences with other animals. In 110 pairs of sounds produced by 16 species, humans could identify which sound in the pair was more attractive to the species who produced it. The strength of human preference also correlated with the strength of the nonhuman preference.

· · 来源:tutorial百科

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These are regular HuggingFace weights, but I’ll be working with TurboDerp to build Exllama v3 models with pointer-based layer duplication: the repeated layers share weights with their originals. No additional VRAM is consumed for the parameters themselves — you only pay extra for the compute time and KV cache of the additional forward passes. This means you can run RYS-Qwen3.5-27B on the same hardware that runs the base model! Stay tuned…

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