Linguist II [Remote]
SGS Consulting
Remote
- Remote job
Job Responsibilities:
- Apply linguistic expertise in syntax, semantics, pragmatics, and sociolinguistics to support LLM and generative AI systems
- Collaborate with linguists, data operations teams, and ML engineers on data collection, curation, annotation, and localization efforts for model training and fine-tuning
- Contribute to the development and maintenance of annotation schemas and guidelines for LLM training data (e.g., instruction-tuning, preference labeling, RLHF)
- Evaluate and quality-check datasets used for pre-training, fine-tuning, and alignment of language models
- Support the development of programmatic methods for generating synthetic annotated data at scale
- Assist in model evaluation efforts including prompt-based testing, red-teaming, and linguistic error analysis
- Contribute to AI safety and responsible AI practices through linguistic review of model outputs (e.g., hallucination detection, bias identification, tone and pragmatic appropriateness)
- Participate in experiments to assess data quality, annotation consistency, and downstream model performance.
Skills:
- Native or near-native fluency in English and at least one additional language
- Knowledge of syntax, semantics, pragmatics, sociolinguistics, corpus linguistics, and other areas of linguistics
- Familiarity with Large Language Models (LLMs), their applications, and data practices (training data, evaluation, prompting, fine-tuning)
- Exposure to LLM evaluation methodologies (human evaluation, automated metrics, adversarial testing
- Experience working with semantic ontologies, taxonomies, or intent/slot frameworks
- Proficiency using AI Agents/Chatbots
- Experience with database queries and data analysis processes (SQL, Python, spreadsheets, R, Unix, or others)
- Experience working with speech and text data in multiple languages
- Comfortable working in a fast-paced, highly collaborative environment with evolving priorities
- Master's degree in Linguistics, Computational Linguistics, Language Technologies, or a related field
- Familiarity with machine learning frameworks, NLP libraries, and tools (e.g., Hugging Face, spaCy, NLTK, PyTorch)
- Exposure to statistical language modeling or training data pipelines
- Strong organizational skills and attention to detail
Education/Experience:
- Bachelor's degree in Linguistics, Computational Linguistics, Computer Science, Speech Science, or related field
- Master's degree in Linguistics, Computational Linguistics, Language Technologies, or a related field
Vacancy posted 8 days ago
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