📖 Based on:
Exposing Influence Campaigns in the Age of LLMs
by Ezzeddine et al. (2023)
🔗 arxiv.org/pdf/2210.0...
#TrollSignal9 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Hashtag
#LLMResilience
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Thread 9 – Final Recap: Pattern Is the Payload
#TrollSignal9 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Next: a full recap of the series—what we’ve learned, what we can do, and what the data actually shows.
#TrollSignal8 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Thread 8 – Platform Implications
#TrollSignal8 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Next: what this all means for platforms—and why they’re still not building for behavioral defense.
#TrollSignal7 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Thread 7 – Resilience Against AI Mimicry
#TrollSignal7 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Next: we dive into why LLM mimicry fails to hide these patterns—and how behavioral detection holds strong where content detection collapses.
#TrollSignal6 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Thread 6 – Generalizing Across Nations
#TrollSignal6 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Next: we look at how this model holds up across real campaigns—from Iran, Cuba, and Uganda—without changing the detection core.
#TrollSignal5 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Thread 5 – Detecting Without Profiles
#TrollSignal5 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Next: we explore why this approach works even without content—and what it means for detecting influence campaigns in low-data environments.
#TrollSignal4 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Thread 4 – Learning Like a Troll
#TrollSignal4 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Next: we explore what this means psychologically—why trolls behave like reinforcement learners, and what that reveals about their strategy.
#TrollSignal3 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Thread 3 – The 7-State Behavioral Engine
#TrollSignal3 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Next: we break down the 7-state model that powers this score—and why trolls can’t hide from it.
#TrollSignal2 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Thread 2 – The Troll Score
#TrollSignal2 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Next: we break down the Troll Score—how it works, what it measures, and why it’s scarily accurate.
#TrollSignal1 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Thread 1 – Why Words Don’t Work Anymore
#TrollSignal1 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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The research:
📄 Exposing Influence Campaigns in the Age of LLMs
Ezzeddine et al. (2023)
🔗 arxiv.org/pdf/2210.0...
This is about trolls, behavior, and the future of digital defense.
#TrollSignal0 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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Thread 0 – The Shape of a Troll
#TrollSignal0 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
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