AI Insight
COCI (Conference Organisers and Content Identifier) is an AI-based framework that extracts structured metadata from unstructured Calls for Papers (CfPs) documents using Large Language Models and semantic mapping techniques. The system processes raw CfP texts through a multi-stage pipeline to identify and disambiguate entities such as authors, topics, and conference series, then integrates this information with established scholarly knowledge bases including OpenAlex, DBLP, TIB ConfIDent, and the AIDA Dashboard. This approach enables the systematic integration of grey literature into Scholarly Knowledge Graphs, which has been traditionally difficult due to the heterogeneous nature of these documents.
Why it matters
This work addresses a significant gap in scholarly communication by making informal academic dissemination channels more discoverable and analyzable within the Semantic Web ecosystem. The framework could enable better tracking of academic conferences, research trends, and scholarly networks that exist outside traditional publisher-controlled venues.
Understand the Science
⚠️ Preprint – Noch nicht peer-reviewed
Dieser Artikel wurde noch nicht von unabhängigen Experten begutachtet. Die Ergebnisse sind vorläufig und sollten mit Vorsicht interpretiert werden.
Abstract: Despite the critical role of grey literature in scholarly communication, artefacts such as Calls for Papers (CfPs) remain largely isolated from modern Scholarly Knowledge Graphs. The unstructured and highly heterogeneous nature of these documents has traditionally hindered their large-scale processing. In this demo paper, we present the Conference Organisers and Content Identifier (COCI), an AI-based framework designed to extract fine-grained, structured metadata from raw CfP texts. COCI employs a multi-stage pipeline that combines Large Language Models (LLMs) with semantic mapping techniques to integrate extracted entities with established knowledge bases, including OpenAlex, DBLP, TIB ConfIDent, and the AIDA Dashboard. By disambiguating authors and semantically aligning topics and conference series, COCI bridges the gap between informal scholarly dissemination and structured Semantic Web resources, laying the foundation for systematic analysis of non-publisher-based academic events.