suppress-hallucinated-logit-directions-re-anchor-verified-sentences TEC-0216 · proposedSuppress hallucinated logit directions and re-anchor on veri
At each sentence, an evaluator localizes hallucinated claim tokens into a hallucination memory used to build a vocabulary-level suppression direction applied to the logits, while the lowest-hallucination sentence so far is kept in an anchor
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
At each sentence, an evaluator localizes hallucinated claim tokens into a hallucination memory used to build a vocabulary-level suppression direction applied to the logits, while the lowest-hallucination sentence so far is kept in an anchor Filed by the drafting stage from Multi-Faceted Evaluation and Mitigation of Emotion Hallucinations in MLLMs (2609.11154) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Measured facet-wise and total Emotion Hallucination Rate against VCD, ICD, M3ID, EmotionHallucer and Best-of-N on three backbones and three datasets: total rate down 3.27-11.85 points, the only method reducing all six facets everywhere, with F1/recall on emotion prediction also rising; the evaluator itself agreed with three human annotators on 100 samples (Pearson 0.84, Spearman 0.92).. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
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Sources
Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.