Megagon Labs’ LLM and NLP research seeks to harness the potential of large language models while addressing their limitations in fairness, controllability, transparency, and explainability — particularly for high-stakes domains like HR, legal, finance, and healthcare. The work spans understanding LLM behavior in production environments, building hybrid neuro-symbolic systems, and developing reliable evaluation frameworks for complex real-world tasks.