feat: add remote synthetic corpus support and paper-style docs#5
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feat: add remote synthetic corpus support and paper-style docs#5
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Codecov Report❌ Patch coverage is Additional details and impacted files@@ Coverage Diff @@
## main #5 +/- ##
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- Coverage 48.86% 37.08% -11.78%
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Files 9 13 +4
Lines 395 728 +333
Branches 70 127 +57
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+ Hits 193 270 +77
- Misses 171 403 +232
- Partials 31 55 +24
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This pull request updates the documentation for Maxwell-Demon, shifting from informal guides to a more formal, English-language specification of the methodology, operational protocol, and theoretical framework. The changes clarify the dual-reference classification approach, provide a step-by-step execution protocol, and formalize the mathematical/statistical basis for distinguishing human and synthetic text. The documentation is now more accessible for non-Italian speakers and better structured for reproducible research.
Documentation modernization and clarity:
DOC/README.md: Rewrote the overview in English, clarified the contents and purpose of each documentation file, and emphasized the formal nature of the technical documentation.DOC/guide.md: Replaced the informal Italian-centric workflow with a formalized operational protocol, specifying reproducibility preconditions, dataset validation, reference calibration, tournament inference, phase-space analysis, and interpretation heuristics. Added explicit commands, acceptance criteria, and minimal execution traces.Formalization of theoretical framework:
DOC/theoretical_framework.md: Reorganized and formalized the mathematical/statistical basis for the dual-reference method. Defined the problem, dual-reference hypothesis, tournament mechanics, differential entropy statistic, interpretation regime, burstiness descriptor, phase-space geometry, and validity constraints. Provided explicit equations and clarified the operational meaning of key metrics (delta_h,burstiness_paisa).