Darwin-27B-ZTC-v2 tops benchmark ranking with zero-token decision method

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The Darwin-27B-ZTC-v2 model has ranked first out of 102 models in the System One Mosaic Benchmark (S1MB). The benchmark measures typed decision quality, where models must select and score the correct option from a given set. The winning model uses a Zero-Token Confidence (ZTC) method, which allows it to make a decision in a single forward pass without generating any text tokens. This approach aims to be faster and more deterministic than traditional text generation and parsing loops. The model and its method are openly available under an Apache 2.0 license.

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