Scientific Abstract
Court reporting in Indian District and High Courts suffers from severe stenographer shortages, paper order delays, and lack of real-time diarized evidentiary transcripts. This system implements a multi-speaker streaming speech-to-text pipeline with legal procedural framing (Examination-in-Chief, Cross-Examination, Exhibits), CNR lookup, and instantaneous Roznama & order drafting.
Methodology & Computational Modeling
Simulated courtroom mock hearings across multi-party cross-examinations and judge pronunciations.
MATHEMATICAL BASIS & CONTINUUM EQUATIONS:
Acoustic speaker clustering, spectral diarization embeddings, procedural finite-state transition models.Observational Telemetry Datasets
This project ingests and assimilates open data streams from international registries:
Judicial Hearing Audio Diarization & Stenography Pipeline
Validated Empirical Findings
- Live speaker diarization isolating Judge, Prosecution, Defense, and Witnesses.
- Instantaneous Roznama drafting and automated verified court order generation.
- Built for bandwidth-constrained judicial complexes with full local persistence.
Investigators & Collaborators
Ayaan Saifi · Georbit Research
Matrika Regmi · Georbit Research
Nashra Zehra · Georbit Research
Alisha Khan · Georbit Research
Qayad Ali · Georbit Research
Mohammad Aves · Georbit Research
System Access & Open Code
All project codebases and system architectures are openly accessible via their primary repositories and live deployments.