Sumita R.

Key Skills

Software

Other

Top Subject Matter

Mathematics and economics grounded response evaluation

general English language quality assessment

Top Data Types

Text

Top Task Types

Text Generation

Question Answering

Fine-tuning

Prompt + Response Writing (SFT)

Classification

Freelancer Overview

AI / LLM Training Contributor (Independent) — Claude & Gemini output evaluation. Brings 43+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Arts, Basanti Devi College (1981) and Higher Secondary Examination, Victoria College (1978). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI / LLM Training Contributor (Independent) — Claude & Gemini output evaluation

OtherText

Provided independent evaluation and rating of AI-generated responses to improve model quality. Assessed outputs for accuracy, coherence, relevance, factual correctness, logical soundness, and written clarity in English. Delivered structured feedback to support refinement of model performance.• Evaluated AI responses for correctness and consistency• Rated relevance, coherence, and clarity of English writing• Checked factual accuracy and logical soundness• Supplied structured feedback without a managing vendor/platform

2025 - Present

Education

Work History