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Seeing Isn’t Knowing: Why Vision-Language Models Still Miss the Details

Opening — Why this matters now Vision-language models (VLMs) have become unreasonably confident. Ask them to explain a chart, reason over a meme, or narrate an image, and they respond with eloquence that borders on arrogance. Yet, beneath this fluency lies an uncomfortable truth: many of these models still struggle with seeing the right thing. ...

December 14, 2025 · 4 min · Zelina