Karine M.Private profile: Upwork shows its earnings only to signed-in members, so we check it every few weeks, not daily. MRR here is a rough estimate (Upwork's six-month earnings ÷ months active). Last read Oct 12, 2026.

Need help evaluating an AI model, improving a language dataset, or designing an NLP project? I’m a computational linguist specializing in NLP, generative AI, LLM evaluation, multilingual AI, and language data. I help teams design evaluation frameworks, improve annotation quality, analyze model outputs, and identify systematic language-related errors. I can help with: • LLM and generative AI evaluation • Error analysis and evaluation rubrics • Annotation guidelines and data quality review • NLP and linguistic analysis • Training and evaluation datasets • Information and event extraction • Multilingual and low-resource language projects • Prompt and model-output analysis I have designed large-scale LLM evaluation frameworks and developed NLP methods for extracting structured information from complex real-world text. I hold a Ph.D. in Linguistics and bring deep expertise in meaning, ambiguity, pragmatics, discourse, and cross-lingual language processing.