Modern depth predictors adopt physically unsupported edge cues as real geometry, causing global structural hallucinations that local repair cannot fix.
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2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2representative citing papers
Centroid-difference steering for sycophancy in Llama-3-8B reduces agreement with factually correct statements as well as sycophantic ones, and this non-specificity is invisible under standard single-stance evaluation.
citing papers explorer
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Geometric Collapse: When Vision Models Fail to Verify Physical Causality
Modern depth predictors adopt physically unsupported edge cues as real geometry, causing global structural hallucinations that local repair cannot fix.
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Dual-Stance Evaluation of Sycophancy: The Structure of Agreement and the Limits of Intervention
Centroid-difference steering for sycophancy in Llama-3-8B reduces agreement with factually correct statements as well as sycophantic ones, and this non-specificity is invisible under standard single-stance evaluation.