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Emre Can Ercan

Emre Can Ercan

AI Data & Linguistic Operations Lead - Applied AI & Language Learning

GEORGIA flag
Tbilisi, Georgia
IntermediateInternal Proprietary Tooling

Key Skills

Software

Internal/Proprietary Tooling

Top Subject Matter

No subject matter listed

Top Data Types

TextText

Top Label Types

RLHF
Fine Tuning
Evaluation Rating
Prompt Response Writing SFT

Freelancer Overview

I specialize in AI training data workflows, with hands-on experience in large language model (LLM) evaluation, supervised fine-tuning, RLHF, and quality assurance across NLP and speech domains. My work spans production-level projects for global AI companies, where I have annotated, reviewed, and evaluated model outputs for accuracy, safety, and alignment, applying detailed guidelines and structured feedback to improve system performance. I have led end-to-end data generation and QA pipelines for bilingual language-learning content, leveraging LLM APIs, automated grading, and human-in-the-loop review to deliver high-quality datasets at scale. My background in translation, localization, and post-editing further strengthens my ability to ensure data quality and linguistic precision for diverse AI applications.

Intermediate

Labeling Experience

Datamundi

Internal Proprietary ToolingTextRLHFFine Tuning
* Checked model answers by breaking them into individual claims and verifying each claim with web sources * Wrote supervised training answers from evidence sets and fixed incorrect or incomplete sample answers * Evaluated retrieval and summarization quality by comparing system outputs with gold references * Selected and reviewed supporting paragraphs and sources for relevance, quality, and trustworthiness * Identified recurring failure patterns and provided structured feedback to improve model behavior

* Checked model answers by breaking them into individual claims and verifying each claim with web sources * Wrote supervised training answers from evidence sets and fixed incorrect or incomplete sample answers * Evaluated retrieval and summarization quality by comparing system outputs with gold references * Selected and reviewed supporting paragraphs and sources for relevance, quality, and trustworthiness * Identified recurring failure patterns and provided structured feedback to improve model behavior

2022 - 2025

Education

No Education added yet

Emre Can E. hasn’t added any Education History to their OpenTrain profile yet.

Work History

D

Distilled Editions

AI Data and Linguistic Operations Lead

N/A
2025 - Present
F

Freelance / Agencies

Translator and Localization Specialist

N/A
2012 - 2022