Federico Bottino

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Maryam Fooladi, Federico Bottino

Paper, Information Disorder Workshop (InDor) at LREC 2026 — Palma de Mallorca, 2026

Abstract

A multi-layer architecture for analyzing modern information landscapes. The framework articulates four interconnected layers — strategic (narrative analysis, ideological framing), operational (source extraction, monitoring), compliance (regulatory signals, auditing), and collaboration (analyst–AI interaction) — addressing limitations of monolithic single-layer AI approaches and supporting institutional analysts in practice.

Trust grades and Claim-Veracity / Source-Reliability scores at three scales of the Macron-Epstein case study: keyword ecosystem D 18%, Euronews URL A 86%, IndoPremier URL B 72% with HTLS flag.
Figure 1 — Three scales, three valid answers on the same topic (Macron–Epstein FIMI case study, paper §4.2–§4.3). Keyword ecosystem flags pervasive fabrication; the Euronews URL reads as quality journalism; the IndoPremier URL triggers an HTLS conflict — reliable claims from a low-credibility source.
Claim-Veracity vs Source-Reliability quadrant with the HTLS conflict zone (CV >= 0.80 and SR <= 0.40), and the three Macron-Epstein points plotted.
Figure 2 — Claim–Source Independence (paper §3.4). Veracity and source credibility live on separate tracks; the dashed region marks the HTLS conflict zone the system surfaces instead of averaging away.
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