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SOM Directions Are Better than One: Multi-Directional Refusal Suppression in Language Models

output:b9b98764f9322206ec2157f2

This dossier keeps one entity, its published attributes, every direct edge and the supporting source snapshots under a stable URL.

Entity type · Research outputPublic dossier · indexable21 Jul 2026, 10:59

Identity extends only as far as the published stable identifier or explicit mapping. Similar names are not merged. Missing links mean not observed in the bounded sources—not absent in reality.

identity ≠ name similarity · edge ≠ causality
2direct evidenced connections
2exact-identifier edges
3referenced source snapshots
6published attributes
ONE-HOP EVIDENCE

Every direct connection and its proof

The relation label and evidence class describe the entire claim. Open the source record before drawing a broader conclusion.

Exact identifieredge:project-output:101120393:b9b98764f9322206ec2157f2
Relationshiphas_observed_output
ProjectSec4AI4Sec · Cybersecurity for AI-Augmented Systems
cordis_project_code

No additional excerpt published.

Open source ↗
Exact identifieredge:project-output:101168560:b9b98764f9322206ec2157f2
Relationshiphas_observed_output
ProjectCoEvolution · A COMPREHENSIVE TRUSTWORTHY FRAMEWORK FOR CONNECTED MACHINE LEARNING AND SECURE INTERCONNECTED AI SOLUTIONS
cordis_project_code

No additional excerpt published.

Open source ↗
PUBLISHED ATTRIBUTES

Fields retained with this identity

Attributes are descriptive source fields. They do not create cross-dataset identity unless an edge states that join explicitly.

Citation Count
0
Is Open Access
true
Open Aire Id
doi_dedup___::a28adcd9475ca2518e6d41e06ac4e630
Output Type
publication
Persistent Identifiers
2511.08379 · 10.1609/aaai.v40i39.40551 · 10.48550/arxiv.2511.08379 · 11584/476645
Publication Date
2026-03-14
PROVENANCE

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A source snapshot describes what was available at collection time. Corrections and later publications can change future observations.

01
german-ai-research-to-transfer-indexdoi_dedup___::a28adcd9475ca2518e6d41e06ac4e630 · openaire_research_product_id
Open original source
02
german-ai-research-to-transfer-index101120393:output:b9b98764f9322206ec2157f2 · cordis_project_code
Open original source
03
german-ai-research-to-transfer-index101168560:output:b9b98764f9322206ec2157f2 · cordis_project_code
Open original source

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