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Forget slow, bloated LLMs – this work shows you can get GPT-4o quality on long-document QA with a 3B model and a clever structure-first distillation approach.
Ditch the pixel-level rendering and external executors: LatentGeo learns continuous latent visual representations to internalize auxiliary geometric constructions for multimodal geometric reasoning, boosting performance on complex geometry problems.
Forget vector embeddings: DocSage uses SQL-powered indexing and relational tables to achieve 27% higher accuracy on multi-document question answering.
