read-whole-computational-trace-graph-one-hidden-state TEC-0291 · proposedRead the whole computational trace as a graph, not one hidde
Builds a directed attention graph over image patches, query tokens and generated tokens from a single forward pass of a frozen LVLM and classifies each response token with alternating GNN, ViT and GRU blocks, with a streaming variant that r
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.
Builds a directed attention graph over image patches, query tokens and generated tokens from a single forward pass of a frozen LVLM and classifies each response token with alternating GNN, ViT and GRU blocks, with a streaming variant that r Filed by the drafting stage from UniProbe: A Learnable Token-Level Hallucination Detector for Large VLMs using Multi-Structural Internal Representations (2608.10835) 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: Token-level F1 on MHALO (63.2 F1_M / 52.9 F1_IoU on GLM-4V vs 59.1/49.8 for HaloDet, which fine-tunes all backbone weights) and HalLoc across three backbones; POPE object-hallucination F1 41.0 to 63.1 and AUC 75 to 90; streaming guardrail cut CHAIR_i/CHAIR_s from 18.0/37.2 to 8.2/16.6 at 1.06x latency with SPICE and word count preserved. Ablations: flat MLP and Transformer probes trail by over 30 F1_M; removing the graph costs 10.1, removing the response GRU 4.6.. 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.