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.