Jason presented the National Library of Wales's work on linked data and AI, focusing on entity recognition and reconciliation using tools like OpenRefine and Wikibase. He discussed challenges with OCR quality for historical content, particularly in Welsh, and the need for context-aware entity recognition.
Adrián shared his work on the Echolod project, which aims to use AI for named entity recognition and entity linking for cultural heritage data, specifically developing a pipeline using LACHA, a Basque language model, to process PDF documents and link entities to Wikidata.
AI Collaboration and Data ReconciliationShani shared additional context on ECHOLOT, the project connected to Adrian's work, emphasizing the potential collaboration with AI-BRIDGES to avoid duplicating efforts. Jason asked about challenges in AI reconciliation, to which Adrian responded that errors often stem from incorrect database links or Wikidata IDs, and highlighted the importance of defining prompts accurately for the model.
David provided additional background on the ECHOLOT project, explaining its goal to enable GLAM institutions to upload and enrich data for the Wikimedia ecosystem and European aggregators, while noting challenges in entity linking, particularly with name variants and scoring thresholds.
Wikidata Embeddings and Pipeline UpdatesDavid reported positive results using Wikidata embeddings for intelligent open refine, though the current implementation is limited to entities with Wikipedia articles.
Adrián noted challenges with entity duplication in Wikidata that could affect evaluation accuracy. Shani announced that the AI Bridges pipeline development work is being paused over the summer to avoid duplication of efforts with ECHOLOT, with plans to resume in September using a new feedback tool for collaborative design input.
The AI-BRIDGES team is also developing a Synthetic Reasoning Corpus and will report more closer to the end of the year.
Wikibase Large Language Model IntegrationShani updated the group on the Symposium recordings and mentioned a mini-strategic meeting held with about 40 Wikimedians and adjacent organizations.
AI Events at Wiki AI FringeSam and Shani discussed upcoming AI-related events at Wiki AI Fringe and Wikimania. Sam explained that there will be a pre-conference day on Tuesday with various tool builders and workshops, followed by a fringe festival with hacking sessions, unconference sessions, and demonstrations from Wednesday through Friday.
Shani mentioned that there is a full program of AI-related activities at the main Wikimania venue, including a panel on AI-BRIDGES and a State of Wiki & AI session with Jimmy.
Sam also shared information about the Public AI Network's annual seminar series, which focuses on the practicalities of hosting public AI services (register here if interested: https://publicai.network/seminar.html). Contact Sam for more details on the fringe events.
The next open meeting will take place in September due to Wikimania & summer vacation, with exciting discussions planned for the rest of the year.