From Questions to Data: Incorporating SoftwareIncorporating LLMs into RDM Software
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| Formato: | Recurso digital |
| Lenguaje: | inglés |
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2025
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| _version_ | 1866902281653321728 |
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| author | Schlemmer, Alexander |
| author_facet | Schlemmer, Alexander |
| contents | <p>LinkAhead is an open source research data management platform whose core functionality rests on a powerful semantic search engine. The engine exposes a purpose-built query language called CQL that resembles English, enabling both interactive exploration through a graphical user interface and programmatic access in automated workflows. Despite its intuitive design, mastering the query syntax, particularly for complex, multi-hop traversals of LinkAhead’s graph-structured metadata (e.g., reference and link queries), remains a barrier for non-technical users and hampers broader adoption.<br>To lower this barrier, we have developed a dedicated query interface powered by a custom-trained Large Language Model (LLM). The model is fine-tuned exclusively on a corpus of LinkAhead query pairs, consisting of a natural language description and a formal query. The system turns questions that users enter into LinkAhead into searches, handling both easy lookups and complex connections, without users needing to learn the query language.<br>In this presentation, we will describe the prototype’s design and present preliminary validation results that assess the model’s quality.</p> <p>This event was part of the Data Days Lower Saxony 2025 - Virtual Theme Day. </p> <p>The event is organized by the Lower Saxony Research Data Management Initiative (FDM-NDS). FDM-NDS is a joint project under the umbrella of Hochschule.digital Niedersachsen and is funded by zukunft.niedersachsen, a funding program of the Lower Saxony Ministry of Science and Culture (MWK) and the Volkswagen Foundation.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_17935099 |
| institution | Zenodo |
| language | eng |
| publishDate | 2025 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | From Questions to Data: Incorporating SoftwareIncorporating LLMs into RDM Software Schlemmer, Alexander Data Days Niedersachsen Forschungsdatenmanagement <p>LinkAhead is an open source research data management platform whose core functionality rests on a powerful semantic search engine. The engine exposes a purpose-built query language called CQL that resembles English, enabling both interactive exploration through a graphical user interface and programmatic access in automated workflows. Despite its intuitive design, mastering the query syntax, particularly for complex, multi-hop traversals of LinkAhead’s graph-structured metadata (e.g., reference and link queries), remains a barrier for non-technical users and hampers broader adoption.<br>To lower this barrier, we have developed a dedicated query interface powered by a custom-trained Large Language Model (LLM). The model is fine-tuned exclusively on a corpus of LinkAhead query pairs, consisting of a natural language description and a formal query. The system turns questions that users enter into LinkAhead into searches, handling both easy lookups and complex connections, without users needing to learn the query language.<br>In this presentation, we will describe the prototype’s design and present preliminary validation results that assess the model’s quality.</p> <p>This event was part of the Data Days Lower Saxony 2025 - Virtual Theme Day. </p> <p>The event is organized by the Lower Saxony Research Data Management Initiative (FDM-NDS). FDM-NDS is a joint project under the umbrella of Hochschule.digital Niedersachsen and is funded by zukunft.niedersachsen, a funding program of the Lower Saxony Ministry of Science and Culture (MWK) and the Volkswagen Foundation.</p> |
| title | From Questions to Data: Incorporating SoftwareIncorporating LLMs into RDM Software |
| topic | Data Days Niedersachsen Forschungsdatenmanagement |
| url | https://doi.org/10.5281/zenodo.17935099 |