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The aim of this early-stage project is to design a multilingual media-monitoring pipeline that blends AI-driven text mining with human foreign-policy expertise so we can anticipate policy shifts before they surface officially. I already know the broad contours—coverage must span almost all languages relevant to the regions under study, while drawing from mainstream news outlets, official government releases and authoritative expert commentary. What I need now is a small, cross-disciplinary group comfortable with media monitoring, foreign-policy analysis and-or modern AI / machine-learning techniques (NLP, topic modelling, LLMs, classification workflows in Python or R). Together we will review and refine: • the critical sources in each language and define ingestion methods • Build or adapt an AI layer that flags emerging narratives and policy signals for human review • an oversight framework that lets analysts verify, contextualise and, where necessary, override the algorithm’s output • a concise concept paper and proof-of-concept dataset ready for inclusion in an upcoming grant application The formal grant window opens in a few months, so the immediate deliverables are limited to a clear division of labour for the next phase and providing feedback to research design, and lightweight prototype. If you enjoy bridging cutting-edge NLP with practical geopolitical insight—and, ideally, you can demonstrate past work monitoring news flows or parsing government statements—let’s shape this proposal together. It is not necessary for you to be an expert in all areas mentioned. Let me make this clear: at this phase, only the pre-selection of potential team members will take place, and no award will be made.
Project ID: 40697834
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Hey, I’m interested in contributing to this early-stage research project at the intersection of AI/NLP, media monitoring, and foreign-policy analysis. I can help structure the research and technical approach without overengineering the prototype at this stage. The focus would be on identifying high-value multilingual sources, defining practical ingestion methods, and designing an AI-assisted workflow that can surface emerging narratives and potential policy signals for expert review. I can contribute to the design of the NLP layer using approaches such as topic classification, clustering/topic modelling, entity and event extraction, sentiment or stance analysis, and LLM-assisted analysis where appropriate. Equally important, I’d help develop the human-oversight framework so analysts can validate sources, contextualise signals, flag false positives, and override automated outputs. The goal would be a lightweight, transparent prototype and proof-of-concept dataset that can strengthen the eventual grant proposal. I understand that this is currently a pre-selection stage and that no project award is being made yet. I’d be happy to discuss where my skills best complement the other potential team members and help shape the next-phase division of responsibilities. Your satisfaction is my guarantee! Just message me & consider your project is done. Thanks.
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Bratislava, Slovakia
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Member since Oct 23, 2015
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