self‑supervised learning — 2 Technical Articles

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

0 likes · 12 min read

How SICOG Enables Self‑Evolving Multimodal Models with Zero‑Label Data

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Feb 15, 2023 · Artificial Intelligence

Three Emerging Directions for Next‑Generation Large Language Models

The article outlines three promising research avenues—self‑generated training data, model‑driven fact‑checking, and sparse expert architectures—that could shape the next wave of large language model innovation and address current limitations such as data scarcity and hallucinations.

AI researchlarge language modelsmodel self‑improvement

0 likes · 14 min read

Three Emerging Directions for Next‑Generation Large Language Models