AI Frontier Lectures
Apr 13, 2025 · Artificial Intelligence
How SICOG Enables Self‑Evolving Multimodal Models with Zero‑Label Data
The paper introduces SICOG, a three‑stage collaborative framework that combines post‑training enhancement, inference optimization, and re‑pretraining with a self‑generated data loop, allowing large multimodal models to continuously improve without massive human‑annotated datasets, and demonstrates consistent gains across dozens of benchmarks.
chain‑of‑thoughtlarge multimodal modelslifelong learning
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