Evidence-Grounded Ensemble Diagnosis of 802.11 Packet Captures: A Multi-Stage Pipeline with Deterministic Reliability Scoring

In three linesPROBE, a multi-stage pipeline, diagnoses 802.11 packet captures by combining deterministic PCAP-to-text normalization, multi-model ensembles, and evidence-grounded reliability scoring (without LLM self-assessment). On 87 enterprise Wi-Fi captures, achieves F1=0.957 vs 0.871 expert baseline, eliminates LLM hallucinations and uncalibrated confidence scores.

Summary generated by Claude — human-verified