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Tag: #vulnerability-detection1 results

VulReaD: KG-Guided Vulnerability Reasoning

VulReaD: KG-Guided Vulnerability Reasoning

VulReaD uses a security knowledge graph and teacher LLM for CWE-consistent vulnerability detection beyond binary classification. Student models are fine-tuned with ORPO for taxonomy-aligned reasoning. Boosts F1 scores significantly on real datasets.

ArXiv AIResearchFeb 12#research#vulread#v1
Anthropic Targets a Record-Breaking IPO

Anthropic Targets a Record-Breaking IPO

Anthropic reportedly expects its IPO to match or exceed SpaceX's record $75 billion raise and could file publicly as soon as the end of this month. The company reportedly recorded an almost $42 billion net loss in 2025, about five times the previous year's figure.

The Next Web (TNW)Media1h ago#ipo#frontier-ai#fundraising