SocialBeliefTrace: Inspectable Belief Provenance for Misinformation-Aware Social Agents

SocialBeliefTrace is a tick-based evaluation harness for misinformation-aware social agents. It provides schema-versioned JSONL traces, twenty diagnostic scenarios, and metrics for need satisfaction, trust drift, calibration, source sensitivity, belief decay, gossip, and spread. Bundled symbolic baselines and controlled ablations separate action-policy effects from belief-update mechanisms. The experiments evaluate instrumentation, policy discrimination, adapter participation, and reproducibility under fixed diagnostic probes. Software, scenarios, and regeneration scripts are available at https://doi.org/10.5281/zenodo.21877234. Formerly deposited as BeliefBench v0.1.0.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-09
DOI
https://doi.org/10.5281/zenodo.23270303
Primary Topic
Misinformation and Its Impacts
Type
preprint
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SocialBeliefTrace: Inspectable Belief Provenance for Misinformation-Aware Social Agents

Raag Gautam
Zenodo (CERN European Organization for Nuclear Research)
Misinformation and Its Impacts
preprint

SocialBeliefTrace: Inspectable Belief Provenance for Misinformation-Aware Social Agents

Raag Gautam
preprint en

Abstract

SocialBeliefTrace is a tick-based evaluation harness for misinformation-aware social agents. It provides schema-versioned JSONL traces, twenty diagnostic scenarios, and metrics for need satisfaction, trust drift, calibration, source sensitivity, belief decay, gossip, and spread. Bundled symbolic baselines and controlled ablations separate action-policy effects from belief-update mechanisms. The experiments evaluate instrumentation, policy discrimination, adapter participation, and reproducibility under fixed diagnostic probes. Software, scenarios, and regeneration scripts are available at https://doi.org/10.5281/zenodo.21877234. Formerly deposited as BeliefBench v0.1.0.

Zenodo (CERN European Organization for Nuclear Research)
Misinformation and Its Impacts
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SocialBeliefTrace: Inspectable Belief Provenance for Misinformation-Aware Social Agents — Raag Gautam · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS