Sofya Durneva
@sofyadurneva
Computational linguist building quality-evaluation pipelines for AI translation and speech technologies.
What I'm looking for
I’m a computational and theoretical linguist who builds pipelines for evaluating AI-driven machine translation and speech technologies. I turn linguistic insights into practical product improvements through rigorous linguistic error analysis.
In my recent full-time role at Palabra.ai, I designed and implemented language quality assessment protocols for multilingual AI voice-to-voice interpretation products. I managed a network of 80+ language consultants across 40+ languages to evaluate speech recognition, machine translation, and text-to-speech quality.
I also work as an independent linguistic consultant, auditing and rating AI-generated text and speech while designing rubric/guideline frameworks and conducting cross-lingual error analysis. I provide translation, proofreading, and editing across Russian and English, and I teach English and Russian as a foreign language.
Before industry roles, I supported research work at the Institute of Linguistics of the Russian Academy of Sciences on the “Database of Semantic Shifts” (datsemshift.ru) and built dataset markup foundations and corpora adaptations for computational linguistics projects. I’m especially motivated by work that connects theory, annotation, and evaluation into measurable language quality outcomes.
Experience
Work history, roles, and key accomplishments
Independent Linguistic Consultant
Self Employed
Oct 2025 - Present (9 months)
Audits and rates AI-generated text and speech, designs rubrics/guidelines, and performs cross-lingual error analysis to support linguistic quality improvements. Provides translation, proofreading, editing, and language instruction in English and Russian.
Data Department
OVD-Info
Jan 2022 - Present (4 years 6 months)
Collected and processed data via hotline and chat, devised a semi-automated markup pipeline, and translated materials into English. Conducted open-source research and surveyed municipal deputies by phone.
Language Quality Specialist
Palabra.ai
Sep 2024 - Oct 2025 (1 year 1 month)
Designed and implemented language quality assessment protocols for multilingual AI voice-to-voice interpretation products, evaluating speech recognition, machine translation, and text-to-speech quality. Presented prioritized linguistic error insights to ML engineering and business teams and performed semi-automated data collection for training.
Laboratory Research Assistant
Institute of Linguistics of the Russian Academy of Sciences
Jun 2022 - Sep 2024 (2 years 3 months)
Worked on the Database of Semantic Shifts (datsemshift.ru) by verifying and adding semantic shifts and representations. Annotated data for an ML model and parsed dictionaries using Python.
Conversational Designer
Chatme.ai
Sep 2023 - Nov 2023 (2 months)
Developed conversational design for an NLP-based bot on a bot-builder platform, debugging and testing the bots. Produced analytical reports and recommendations for further bot development.
Visiting Lecturer
National Research University Higher School of Economics
Oct 2020 - Jul 2023 (2 years 9 months)
Prepared and conducted classes, exams, and course plans for linguistics and academic English disciplines. Supported teaching across multiple course formats including Introduction to Linguistics and academic writing courses.
Computational Linguist
NTR Labs
Feb 2021 - Mar 2021 (1 month)
Supported early development of markup for an email dataset intended for training a neural network. Helped prepare structured labeled data for model training.
Research Assistant
Laboratory of the Languages of Caucasus
Mar 2019 - Dec 2020 (1 year 9 months)
Adapted a transliteration web app for Dargin languages, contributed new texts to the Kubachi language corpus, and participated in fieldwork in Dagestan. Supported corpus building and language data preparation tasks.
Tax Refund Specialist
TSUM Moscow
Nov 2018 - Aug 2019 (9 months)
Prepared tax refund documents for foreign clients, explained the refund process, and answered client questions. Maintained records in MS Excel and communicated by email and phone, mainly in English and Chinese.
Education
Degrees, certifications, and relevant coursework
National Research University “Higher School of Economics”
Master's program, Linguistic Theory and Language Description
2020 - 2022
Master’s program in Linguistic Theory and Language Description. Coursework completed and thesis remained pending as of the academic leave since 2022.
National Research University “Higher School of Economics”
Bachelor’s degree, Theoretical and Computational Linguistics
2015 - 2020
Bachelor’s degree in Theoretical and Computational Linguistics at the National Research University “Higher School of Economics” in Moscow.
Availability
Location
Authorized to work in
Website
datsemshift.ruJob categories
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