..., and the third layer integrates part-of-speech (POS) awareness. To systematically evaluate the role of context and linguistic information in Gujarati stemming, we propose three variants of LLM-based approach: LLM-based Word-Level (LLM-WL) stemmer (processes each word in isolation based on morphological cues...