Monika L.

Key Skills

Software

Other

Toloka

Top Subject Matter

AI model response evaluation and dataset annotation (text and dialogue)

AI image review and quality evaluation

AI text-to-video evaluation and quality scoring

Top Data Types

Audio

Image

Text

Video

Document

Top Task Types

Bounding Box

Entity (NER) Classification

Evaluation/Rating

Object Detection

Segmentation

Transcription

Classification

Question Answering

Freelancer Overview

I bring hands on experience working with AI tools through my roles at Outlier.ai, where I generate, evaluate, and optimize content across text, images, and multimedia. I’m highly motivated to apply these strengths. My background includes content evaluation, prompt based content creation, structured analysis, and working with AI powered workflows.

Labeling Experience

Annotator

OtherVideoQuestion Answering

Evaluating AI model's responses in multi‑turn conversations involving text, images, and videos, selecting the output that best aligned with user intent. Reviewing visual quality for issues such as blurriness, unnatural lighting, inconsistent proportions, color, anatomical errors, text anomalies, physical impossibilities, repetitive patterns and artifacts.

2025 - 2026

Data Annotator at Toloka Annotators — relevance, safety, and tagging (Feb 2026–Present)

TolokaTextClassification

Performed search relevance evaluation to determine how well search results matched user intent and query context. Conducted content safety reviews to ensure compliance with platform safety standards and identify sensitive or inappropriate material. Completed categorization and tagging assignments to support machine learning dataset development. •Rated search result relevance to intent •Flagged or filtered content based on safety criteria •Tagged and categorized content according to guidelines •Ensured consistent high-quality annotations

2026 - Present

Education

Work History