Chukwuma Nwaugha

nwaughachukwuma

5 1 16

https://nwaughachukwuma.github.io/portfolio

AI & ML interests

NLP for Sentiments and Emotions Analysis; Word Similarities; Text relevance within the context of a Sentence; Word search

Recent Activity

posted an update about 3 hours ago

Can a text-only model + a vision toolkit (mm-ctx) match a native vision model? We benchmarked 4 setups on 23 multimodal tasks (image, video, audio, PDF): • gemini-3.5-flash (vision): 85.5 • glm-5.2 + mm-ctx (text-only): 75.9 • deepseek-v4-pro + mm-ctx (text-only): 68.8 • qwen3.6-35b-a3b (vision): 46.0 The best text-only setup closes 89% of the gap to the top vision model. Full report: https://huggingface.co/blog/vlm-run/text-only-models-with-mm

published an article about 17 hours ago

Text-Only Models with mm-ctx Vision Toolkit vs. Native Vision Models

liked a model 3 days ago

baidu/Unlimited-OCR

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Can a text-only model + a vision toolkit (mm-ctx) match a native vision model?

We benchmarked 4 setups on 23 multimodal tasks (image, video, audio, PDF):

• gemini-3.5-flash (vision): 85.5
• glm-5.2 + mm-ctx (text-only): 75.9
• deepseek-v4-pro + mm-ctx (text-only): 68.8
• qwen3.6-35b-a3b (vision): 46.0

The best text-only setup closes 89% of the gap to the top vision model.

Full report: https://huggingface.co/blog/vlm-run/text-only-models-with-mm