Less W.

Key Skills

Software

Sama

Other

Labelbox

Top Subject Matter

Kiswahili language data evaluation for generative AI training and LLM alignment

Kiswahili content QA and rubric-based evaluation for AI-assisted publishing

Prompt-based Kiswahili text generation and evaluation for AI training datasets

Top Data Types

Text

Top Task Types

Prompt + Response Writing (SFT)

Entity (NER) Classification

Freelancer Overview

RHF Rankings, LLM Annotations and Feedbacks — Kiswahili dataset annotation and evaluation (Full-Time/Remote Hybrid). Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Sama, Other, and Labelbox. Education includes Master of Arts, University of Nairobi (2024) and Bachelor of Arts, University of Nairobi (2021). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

LLM Content Evaluator (Kiswahili) - Sama

LabelboxText

You evaluate and improve AI-generated and human-written Kiswahili content for generative AI training and benchmark readiness. You assess outputs for factuality, completeness, brevity, and grammatical correctness while refining rubrics to reduce evaluation inconsistencies. You also generate original Kiswahili entries from prompts and apply AI/ML fundamentals to strengthen annotation workflows. • Annotated 700+ Kiswahili datasets for content quality assessment • Reviewed AI outputs and human samples for alignment and coherence • Produced prompt-based original Kiswahili data with research support • Collaborated to update rubrics and support fine-tuning use cases

2024 - Present

RHF Rankings, LLM Annotations and Feedbacks — Kiswahili dataset annotation and evaluation (Full-Time/Remote Hybrid)

SamaText

Annotated over 700 Kiswahili dataset samples for AI models by evaluating factuality, completeness, brevity, and grammatical accuracy. Reviewed AI-generated outputs and human-annotated examples to assess quality and alignment with data-centric standards. Generated original Kiswahili entries from prompts to create benchmark-ready training data entries and support fine-tuning efforts. • Evaluated content using rubric criteria for factuality, completeness, brevity, and grammar • Provided strengths/weaknesses feedback to ensure alignment and reduce evaluation discrepancies • Produced prompt-based Kiswahili data entries for machine learning benchmarks • Collaborated on rubric updates to improve dataset quality for Labelbox-like workflows

2024 - Present

Kiswahili Content Editor - Nation Media Group

LabelboxTextEntity (NER) Classification

You edited Kiswahili digital articles as a critical reviewer to enhance accuracy and readability for publication workflows. You assessed writer submissions and provided detailed, rubric-aligned feedback to strengthen factuality, completeness, brevity, and grammar. You also created original Kiswahili pieces from editorial prompts and applied bilingual editing skills using fluent English. • Edited Kiswahili articles for grammatical precision and content quality • Reviewed submissions and delivered feedback to improve publishing standards • Wrote prompt-based original Kiswahili content using research skills • Mentored quality control using rubric applications and tested AI-assisted ideation tools

2023 - 2024

Kiswahili Content Editor — rubric-based evaluation and AI-assisted content review

OtherText

Edited and assessed Kiswahili digital articles for factuality, completeness, brevity, and grammatical precision to support AI-assisted publishing workflows. Reviewed writer submissions with detailed feedback to improve textual quality and reduce ambiguity in facts. Created original Kiswahili content from editorial prompts using research to ensure concise and grammatically correct outputs. • Applied rubric-based criteria to evaluate submissions for quality and linguistic correctness • Delivered detailed feedback on strengths and weaknesses for improved editorial outcomes • Generated prompt-responsive Kiswahili content with research-informed factual grounding • Led quality control and mentored others on consistent rubric application across platforms

2023 - 2024

Freelance Kiswahili Content Creator — Upwork (Freelance)

OtherTextPrompt + Response Writing (SFT)

Created original Kiswahili content from client prompts for blogs and reports, prioritizing brevity, completeness, and grammatical correctness. Evaluated AI-drafted materials for factuality and cultural nuance and provided critiques highlighting factual gaps and strengths such as ideas. Reviewed collaborative writer contributions and refined outputs to prepare materials for AI training datasets. • Produced prompt-based Kiswahili outputs aligned to writing benchmarks • Critiqued AI-generated drafts for factuality and cultural nuance • Refined collaborative contributions for downstream AI training dataset readiness • Performed research to generate technical pieces and abstracts with strong English grammar

2022 - 2022

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Education

Work History