Why use this? Large training datasets for LLMs and multimodal models often contain semantically redundant documents that inflate dataset size without adding information diversity. This redundancy ...

Verse-level lyric analysis pipeline: split songs by verse (exclude chorus), analyze each verse with 10 analyst personas via Groq Batch, store results, optionally combine per song, then export to ...