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Samadhan-Bharat-Epoch1-Tri-Statutory-Neural-Model

Sovereign 5-Head Tri-Statutory Deep Neural Engine integrating 22 Indic constitutional languages, MSMED Act Section 16 monthly compounding (3x RBI rate), CGST Section 16(2)(b) statutory delivery estoppel, Section 43B(h) Income Tax profit disallowances, and RBI CRILC delinquency classification.

About Model

Samadhan Bharat Sovereign Neural Model is an advanced multi-task deep neural architecture engineered for autonomous judicial and statutory dispute adjudication under Indian commercial law. Core Multi-Head Architecture: 1. Head 1 (Indic Vernacular Classification): Classifies phonetic and acoustic intent across all 22 Eighth Schedule languages of India. 2. Head 2 (MSMED Section 16 Compounding): Solves statutory compound interest at 3x the RBI Bank Rate (20.25% p.a.) compounded monthly from Day 46 onwards. 3. Head 3 (CGST Section 16(2)(b) Estoppel): Evaluates GSTR-3B Table 4(A)(5) filings to neutralize bad-faith commercial disputes via statutory delivery estoppel under perjury. 4. Head 4 (Income Tax Section 43B(h) Disallowance): Quantifies non-deductible unpaid MSME expenses, automating corporate tax profit add-backs for the CBDT. 5. Head 5 (RBI CRILC Banking Delinquency): Predicts credit asset classification (SMA-0, SMA-1, SMA-2) to enforce cash-credit drawing-power restrictions on defaulting buyers. Hardware Optimization: Pure CPU vectorized SIMD execution (Intel MKL/OpenMP) + CUDA GPU fallback, delivering verified sub-180 second end-to-end statutory awards.

Samadhan-Bharat-Epoch1-Tri-Statutory-Neural-Model

Metadata Metadata

Open Government License, India

Balasubramanian Venkataraman

Conversational AI Model

PyTorch

Open

Law and Justice

22/10/26 04:23:01

584.43 KB

README_MODEL_CARD.md ( 2.66 KB )


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Activity Overview Activity Overview

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  • File Size 584.43 KB
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Tags Tags

  • Pytorch
  • Legal AI
  • MSME
  • Banking
  • Indic NLP

License Control License Control

Open Government License, India

Version Control Version Control

FolderVersion 1(584.43 KB)
  • Balasubramanian Venkataraman·1 day(s) ago
    • chevron_rightFolder
      Samadhan_Bharat_Epoch1_Tri_Statutory_Model_Pack
      • text/markdown
        README_MODEL_CARD.md
      • undefined
        sovereign_dual_head_adjudication_model.pt
      • undefined
        sovereign_indic_voice_acoustic_weights.pt

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