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Mohamed Kanso

Mohamed Kanso

LLM Evaluation-Data labelling-Translation-QA (English, Arabic, French

France flagMontpellier, France
$25.00/hrIntermediateAppenClickworkerLabelbox

Key Skills

Software

AppenAppen
ClickworkerClickworker
LabelboxLabelbox
Label StudioLabel Studio
TelusTelus
Other
Don't disclose

Top Subject Matter

No subject matter listed

Top Data Types

AudioAudio
ImageImage
TextText

Top Task Types

Bounding Box
Classification
Data Collection
Evaluation Rating
Translation Localization

Freelancer Overview

I have extensive experience in data labeling and AI training data evaluation, working across a wide range of domains including search quality assessment, map data verification, AI content evaluation, translation quality comparison, and specialized categorization tasks. My work consistently involves applying strict guidelines to ensure accuracy, reliability, and ethical standards in datasets, whether in text, audio, or image-based projects. I have contributed to high-impact AI projects by evaluating content for harmlessness, accuracy, groundedness, and relevance, classifying and annotating according to nuanced taxonomies, and ensuring compliance with cultural, linguistic, and industry-specific requirements. My skill set spans multi-modal data annotation, linguistic and semantic analysis, fact-checking, and fine-grained categorization in both English and French, with additional work involving Norwegian. I am adept at following complex instructions, working within structured workflows, and providing detailed feedback to improve model performance. Having collaborated on diverse AI training projects—ranging from search ads keyword matching and YMYL page quality checks to speech-to-speech translation evaluation—you bring a unique combination of precision, adaptability, and domain versatility, making you a valuable asset for any AI training or data labeling initiative.

IntermediateArabicFrenchEnglishNorwegian

Labeling Experience

Search Quality Rater

Don T DiscloseTextClassificationQuestion Answering
As a Search Quality Rater, I have been responsible for evaluating and improving search engine results through a diverse range of tasks aimed at ensuring relevance, accuracy, and user satisfaction. My work has included assessing web pages for quality and trustworthiness, evaluating search ads and keyword-to-landing-page matches, verifying local business listings and map data, reviewing content for YMYL (Your Money or Your Life) considerations, and classifying queries and results based on user intent. In addition to search-related evaluations, I have worked on audio quality assessments for AI-generated speech, image labeling to identify and flag harmful content, and machine-generated response evaluations to measure accuracy, coherence, and helpfulness. I have also tested and evaluated AI assistants, including home assistants, for both voice interactions and action-based functionalities. This breadth of experience required applying detailed guidelines, conducting precise

As a Search Quality Rater, I have been responsible for evaluating and improving search engine results through a diverse range of tasks aimed at ensuring relevance, accuracy, and user satisfaction. My work has included assessing web pages for quality and trustworthiness, evaluating search ads and keyword-to-landing-page matches, verifying local business listings and map data, reviewing content for YMYL (Your Money or Your Life) considerations, and classifying queries and results based on user intent. In addition to search-related evaluations, I have worked on audio quality assessments for AI-generated speech, image labeling to identify and flag harmful content, and machine-generated response evaluations to measure accuracy, coherence, and helpfulness. I have also tested and evaluated AI assistants, including home assistants, for both voice interactions and action-based functionalities. This breadth of experience required applying detailed guidelines, conducting precise

2024

Data Evaluator

Don T DiscloseTextClassificationMapping
As a Data Evaluator, I have worked on assessing and improving AI-driven search experiences across multiple task types. My responsibilities included evaluating search queries, results, and ads for relevance, intent alignment, and overall quality, as well as reviewing landing pages for accuracy, trustworthiness, and compliance with specific guidelines. I also conducted local business listing and map data evaluations, ensuring correct categorization, address verification, and relevance to user needs. This role also involved fact-checking, query classification, and multimedia content assessments, requiring both linguistic precision and cultural awareness. By applying detailed project-specific guidelines and maintaining consistency across large volumes of data, I contributed to refining AI models for better accuracy, user satisfaction, and safety across search and discovery platforms.

As a Data Evaluator, I have worked on assessing and improving AI-driven search experiences across multiple task types. My responsibilities included evaluating search queries, results, and ads for relevance, intent alignment, and overall quality, as well as reviewing landing pages for accuracy, trustworthiness, and compliance with specific guidelines. I also conducted local business listing and map data evaluations, ensuring correct categorization, address verification, and relevance to user needs. This role also involved fact-checking, query classification, and multimedia content assessments, requiring both linguistic precision and cultural awareness. By applying detailed project-specific guidelines and maintaining consistency across large volumes of data, I contributed to refining AI models for better accuracy, user satisfaction, and safety across search and discovery platforms.

2024 - 2025

Education

U

Université Grenoble Alpes

Master 2, Advanced Research in Management and Information Systems

Master 2
2021 - 2022
M

Montpellier Business School

Msc, Finance

Msc
2019 - 2020

Work History

M

Micro Entrepreneur

Self-employed Trader

Montpellier
2021 - Present
S

Société Pour le Compoundage en Cote d'Ivoire (SCCI)

Administrative and Accounting Assistant Intern

N/A
2020 - 2020