Jackrong/claude-opus-4.7-traceInversion-5000x

Summary

⚠️ 1.1 Black-Box Challenges in the Claude 4.7 Era With Anthropic's release of the powerful Claude 4.7-Max series, its reasoning depth and ability to solve hyper-complex propositions have reached new heights. However, its massive internal thinking chains are deeply hidden by the official platform in the form of "Reasoning Bubbles," with only brief, compressed summaries provided in public APIs. For community models at the 9B parameter level (e.g., Qwen3.5-9B) or smaller edge devices, such summaries with logical chasms fail to provide an effective "logical gradient." 🧬 1.2 Negentropy Theory To break through this black-box barrier and reduce system entropy while reconstructing logical order, this dataset was created based on the philosophy of Negentropy.

Keywords

hf-dataset language-modeling · -reasoning machine-generated json text datasets pandas polars mlcroissant reasoning trace-inversion synthetic-data chain-of-thought distillation claude-opus negentropy qwen unsloth has-paper

Topics

Language Modeling, Reasoning

Research notes

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