VectraYX-Vision-1B: A Sub-2B Spanish/LATAM Cybersecurity Vision-Language Model with Structured Visual Reasoning and Native Tool Use — Paper

Abstract

25 pages, 1 figure, 10 tables. v3: transplanting a natively-trained visual tower (Qwen2-VL) onto the same frozen decoder takes the failing 8-nibble address field from 0.00 to 0.81 exact, at a coarser token budget than 2x2 tiling, refuting resolution as the operative variable. Second pre-registered field found 63% contaminated, demoted. B6/B7 tool-id remains at floor. Code/checkpoints on HF.

Authors 1

Juan S. Santillana

Specification

Official page: arxiv.org/abs/2608.08477
Source:arXiv (Atom API + RSS)T1observed 6 h agohigh
Arxiv announce type: replace
Source:arXiv (Atom API + RSS)T1observed 6 h agohigh
arXiv id: 2608.08477
Source:arXiv (Atom API + RSS)T1observed 6 h agohigh
Categories: cs.CL
Source:arXiv (Atom API + RSS)T1observed 6 h agohigh
PDF: arxiv.org/pdf/2608.08477
Source:arXiv (Atom API + RSS)T1observed 6 h agohigh
Primary category: cs.CL
Source:arXiv (Atom API + RSS)T1observed 6 h agohigh
Published: 11 Sept 2026
Source:arXiv (Atom API + RSS)T1observed 6 h agohigh

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Provenance

Attributed facts

9

Source tiers

T19

Freshest observation

6 h ago

Conflicts

None

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Authors: Juan S. Santillana

As of

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Claim history · Abstract

1 claims · 1 propertiesShow all properties

Abstractabstract1

Claim history for Abstract
Value	Valid from → to	Status	Source	Confidence	Extractor
25 pages, 1 figure, 10 tables. v3: transplanting a natively-trained visual tower (Qwen2-VL) onto the same frozen decoder takes the failing 8-nibble address field from 0.00 to 0.81 exact, at a coarser token budget than 2x2 tiling, refuting resolution as the operative variable. Second pre-registered field found 63% contaminated, demoted. B6/B7 tool-id remains at floor. Code/checkpoints on HF.	11 Sept 2026 21:03 UTC → current	current	arXiv (Atom API + RSS)T1	high	deterministic

Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →

11 Sept 2026
New paperPaperVectraYX-Vision-1B: A Sub-2B Spanish/LATAM Cybersecurity Vision-Language Model with Structured Visual Reasoning and Native Tool Use
New paper: VectraYX-Vision-1B: A Sub-2B Spanish/LATAM Cybersecurity Vision-Language Model with Structured Visual Reasoning and Native Tool Use
arxiv
rss.arxiv.org

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Source documents
Source	Document	Type	Tier	Last observed	Snapshots
arXiv (Atom API + RSS)	rss.arxiv.org/rss/cs.CL	feed	T1· Official	5 h ago	1

Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.