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New pipeline maps European political networks using multilingual LLMs

By PulseAugur Editorial · [2 sources] ·

Researchers have developed a new open-weight pipeline for multilingual joint entity-relation extraction, designed to build signed, temporal knowledge graphs from large news corpora. This system combines named-entity recognition with a linking cascade to map mentions to Wikidata identifiers, followed by a mixture-of-experts model for extracting directed relationships. The pipeline demonstrated high accuracy in a spot-check against a gold standard and was validated through case studies in Austria and Poland, reconstructing political party lifecycles and uncovering complex economic and governance networks. AI

IMPACT This framework offers a robust, replicable method for cross-national computational social science, enabling deeper analysis of political and economic networks.

RANK_REASON The cluster contains a research paper detailing a new methodology and pipeline for entity-relation extraction.

Read on arXiv cs.CL →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New pipeline maps European political networks using multilingual LLMs

COVERAGE [2]

  1. arXiv cs.CL TIER_1 English(EN) · Kirill Solovev, Jana Lasser ·

    Mapping Political-Elite Networks in Europe with a Multilingual Joint Entity-Relation Extraction Pipeline

    arXiv:2606.27347v1 Announce Type: new Abstract: Whether political elites organise into rent-seeking coalitions that capture public resources or civic networks that sustain governance is a central question in comparative politics. Yet observing these complex, informal, and adversa…

  2. arXiv cs.CL TIER_1 English(EN) · Jana Lasser ·

    Mapping Political-Elite Networks in Europe with a Multilingual Joint Entity-Relation Extraction Pipeline

    Whether political elites organise into rent-seeking coalitions that capture public resources or civic networks that sustain governance is a central question in comparative politics. Yet observing these complex, informal, and adversarial ties at scale has historically required int…

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