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CLAIM: Intent-Driven Multi-Agent Framework for Manipulation in Courtroom Dialogues

CLAIM is the companion repository for our ACL SICon 2025 work on manipulation analysis in courtroom dialogues. It presents an intent-driven, two-stage multi-agent framework that detects whether manipulation occurs, identifies the manipulator, and classifies the manipulation technique, designed for long, context-heavy exchanges. This repo also accompanies LegalCon, a curated dataset of courtroom conversations annotated for these tasks, and includes the materials used in our experiments.

Paper: https://aclanthology.org/2025.sicon-1.8.pdf

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An Intent-Driven Multi-Agent Framework for Analyzing Manipulation in Courtroom Dialogues

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