LLMs support taxonomy-agnostic detection and value extraction of PII in HTTP traffic via a deterministic pre-processing plus classification pipeline, plus an LLM generator for synthetic labeled traffic.
--- ## 5) Use context to resolve ambiguity Many values are ambiguous in isolation (especially numbers and short strings)
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.AI 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Addressing Labelled Data Scarcity: Taxonomy-Agnostic Annotation of PII Values in HTTP Traffic using LLMs
LLMs support taxonomy-agnostic detection and value extraction of PII in HTTP traffic via a deterministic pre-processing plus classification pipeline, plus an LLM generator for synthetic labeled traffic.