Biar K.

Key Skills

Software

No software listed

Top Subject Matter

LLM / conversational AI evaluation and data labeling

Multimodal AI evaluation and image-text alignment labeling

Legal Services & Contract Review

Top Data Types

Text

Image

Document

Top Task Types

No task types listed

Freelancer Overview

AI Data Annotator / AI Trainer (Freelance/Contract) — Handshake AI. Brings 11+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include N and A. Education includes Bachelor of Science, University of Massachusetts Lowell (2021) and Associate of Science, Middlesex Community College (2019). AI-training focus includes data types such as Text and Image and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Data Annotator / AI Trainer (Freelance/Contract) — Handshake AI

Image

Conducted multimodal evaluation that included image-text alignment assessments alongside text quality checks. Evaluated image-related outputs under strict quality guidelines and time constraints to support training data improvement. Ensured labeled judgments met productivity benchmarks while maintaining high accuracy. • Assessed alignment between visual content and accompanying text • Performed multimodal quality/risk checks • Supported LLM training through consistent evaluation decisions

2025 - Present

AI Data Annotator / AI Trainer (Freelance/Contract) — Handshake AI

Text

Evaluated AI-generated text outputs for accuracy, relevance, instruction-following, and safety compliance. Performed data annotation, ranking, labeling, and comparative response evaluation to improve large language model performance. Reviewed prompts and responses for factual consistency, formatting quality, and policy adherence. • Assessed outputs for hallucinations and logical inconsistencies • Applied safety and quality guidelines to support compliant model behavior • Provided written justifications for evaluation decisions

2025 - Present

Education

Work History