Kritagya

Key Skills

Software

Argilla

Label Studio

Doccano

Top Subject Matter

Cross-language linguistic analysis and logical/semantic evaluation for text datasets

Textual evaluation frameworks and logical consistency analysis (bilingual)

Top Data Types

Text

Top Task Types

Red Teaming

Evaluation/Rating

Text Generation

Question Answering

Freelancer Overview

Freelance Content Analyst & Systems Researcher (structural deconstruction and text evaluation). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include N and A. AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Freelance Content Analyst & Systems Researcher (structural deconstruction and text evaluation)

Text

Evaluated written outputs for structural alignment, factual precision, and semantic tone using variable-driven logical matrices. Applied linguistic analysis to map regional idioms, metaphors, and cultural context across English, Hindi, and Urdu text layers. Focused on consistency checking and semantic integrity to support AI/LLM-style assessment of generated or provided text outputs. • Structural alignment scoring (1:1:1 ratio across alignment, precision, tone) • Cross-language semantic evaluation (English/Hindi/Urdu) • Identification of logical or structural issues in complex written materials • Tone and context consistency review for downstream use

2025 - Present

Lead Analytical Writer & Founder, Becoming Free (independent publication with evaluation frameworks)

Text

Developed original analytical frameworks to evaluate complex texts across historical, psychological, and sociological domains. Produced rigorous structural critiques to ensure adherence to logical consistency and detect logical inconsistencies in long-form materials. Authored and curated bilingual narrative and poetic commentary while maintaining semantic accuracy suitable for training/evaluation-style workflows. • Framework-based evaluation of complex textual inputs • Logical consistency verification for analytical outputs • Bilingual (Hindi/Urdu) semantic integrity checks • Generation and review of long-form analytical and narrative text

2024 - Present

Education

Work History