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Denis Golovkin

CoruNethron
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AI & ML interests

Imaging system color mapping function estimation

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reacted to Jiaqi-hkust's post with 🚀 2 days ago
🧠 Remember-R1: Our fix for MLLMs forgetting the image during long reasoning We noticed a frustrating problem: when multimodal models reason over long chains, they gradually stop looking at the image—and start hallucinating based on their own text. So we built Remember‑R1, a simple RL framework that directly supervises visual attention on the original reasoning trajectory—no inference overhead, no proxy tasks. We use three complementary rewards: coverage, persistence, and focus. They encourage the model to keep attending to relevant visual evidence even in later reasoning steps. Results across 7 benchmarks and 2 model sizes: better reasoning, and—more importantly—visual attention decays much more slowly during generation. No extra cost at inference, just cleaner supervision where it counts. 📄 Paper: https://arxiv.org/abs/2608.01314 💻 Code: https://github.com/Ch921-cell/Remember-R1 Happy to answer any questions and receive feedback! #MultimodalAI #RL #MLLM #CoT #VisualReasoning
new activity 29 days ago
jinaai/jina-embeddings-v5-omni-nano-retrieval-GGUF:Either llama.cpp w. MTMD update or model seems to be broken
new activity 29 days ago
jinaai/jina-embeddings-v5-omni-nano-retrieval-GGUF:Either llama.cpp w. MTMD update or model seems to be broken
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