Niti M.

Key Skills

Software

Don't disclose

Top Subject Matter

Large language model (LLM) output evaluation for text quality

Safety Domain Expertise

and instruction adherence

Top Data Types

Text

Image

Document

Top Task Types

Classification

Freelancer Overview

The LRL Humans Project - AI Data Annotator & Model Evaluator (Freelance). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Master of Science, London School of Economics & Political Science (2023). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

The LRL Humans Project - AI Data Annotator & Model Evaluator (Freelance)

Don't discloseTextClassification

Evaluated AI-generated text responses for correctness, relevance, helpfulness, factual accuracy, and alignment with user intent. Performed prompt adherence and multi-dimensional safety/quality assessments to support large-scale model training and improvement. Conducted preference-based evaluations by comparing outputs from multiple AI models and rating selected responses. • Rated instruction following, coherence, completeness, and safety • Checked relevance to user intent and task requirements • Supported RLHF-style preference learning via pairwise model comparisons • Applied detailed project annotation guidelines to evaluation tasks

2022 - Present

Education

Work History