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Kostia Omelianchuk

Applied Research Scientist and Area Tech Lead · Grammarly

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Activities & events

Title & Speakers	Event
Bridging Research and Production: How We Build Scalable GEC Systems 2025-11-25 · 19:00 Lukas Beisteiner – ML Engineer @ Grammarly , Kostia Omelianchuk – Applied Research Scientist and Area Tech Lead @ Grammarly Join Kostia Omelianchuk and Lukas Beisteiner as they unpack the full scope of Grammatical Error Correction (GEC) from task framing, evaluation, and training to inference optimization and serving high-performance production systems at Grammarly. They will discuss: The modern GEC recipe (shift from heavily human-annotated corpora to semi-synthetic data generation), LLM-as-a-judge techniques for scalable evaluation, and techniques to make deployment fast and affordable, including Speculative Decoding. grammatical error correction llms NLP data generation evaluation inference production systems	LLMs Aren’t Just for Chat: Grammatical Error Correction at Scale

Title & Speakers

Event

Bridging Research and Production: How We Build Scalable GEC Systems 2025-11-25 · 19:00

Lukas Beisteiner – ML Engineer @ Grammarly , Kostia Omelianchuk – Applied Research Scientist and Area Tech Lead @ Grammarly

Join Kostia Omelianchuk and Lukas Beisteiner as they unpack the full scope of Grammatical Error Correction (GEC) from task framing, evaluation, and training to inference optimization and serving high-performance production systems at Grammarly. They will discuss: The modern GEC recipe (shift from heavily human-annotated corpora to semi-synthetic data generation), LLM-as-a-judge techniques for scalable evaluation, and techniques to make deployment fast and affordable, including Speculative Decoding.

grammatical error correction llms NLP data generation evaluation inference production systems

LLMs Aren’t Just for Chat: Grammatical Error Correction at Scale

Showing 1 result