Vision-language models fail to accurately interpret dynamic analog gauge readings involving needle vibrations and high-frequency movements.
Rethinking visual chain -of-thought: Spatial grounding vs. linguistic traces
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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Comparisons of three cosmological simulations show HI-rich failed halos occupy different mass regimes and predict that more can be discovered locally in HI-poor environments rather than at high redshift.
citing papers explorer
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Lost in the Vibrations: Vision Language Models Fail the Dynamic Gauges Test
Vision-language models fail to accurately interpret dynamic analog gauge readings involving needle vibrations and high-frequency movements.
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Beyond Cloud-9: The case for discovering more HI-rich failed halos
Comparisons of three cosmological simulations show HI-rich failed halos occupy different mass regimes and predict that more can be discovered locally in HI-poor environments rather than at high redshift.