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2025-12-31 10:59:02.523867+00:00 https://github.com/ArvinRastegar/i-adopt-llm-based-service http://schema.org/description This repository contains the source code used to run the experiments and the results obtained. https://github.com/ArvinRastegar/i-adopt-llm-based-service http://schema.org/license https://choosealicense.com/no-permission/ https://github.com/ArvinRastegar/i-adopt-llm-based-service http://schema.org/name Source code repository for evaluation https://github.com/ArvinRastegar/i-adopt-llm-based-service http://schema.org/sdDatePublished 2025-12-31 10:59:01.841725+00:00 https://github.com/ArvinRastegar/i-adopt-llm-based-service http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/wf4ever/wf4ever#Resource https://github.com/ArvinRastegar/i-adopt-llm-based-service http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://schema.org/MediaObject https://github.com/ArvinRastegar/i-adopt-llm-based-service http://www.w3.org/1999/02/22-rdf-syntax-ns#type 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https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/dateCreated 2025-12-31 10:52:28.470807+00:00 https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/dateModified 2026-01-26 09:54:37.398581+00:00 https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/datePublished 2025-12-31 10:52:28.470807+00:00 https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/description This Research Objects contains the supplementary material of the paper "From Scientific Variables to Knowledge Graphs: The I-ADOPT Benchmark" sent to the Semantic Web Journal. This paper presents the I-ADOPT benchmark, an expert annotated corpus and task designed to measure the performance of LLMs in the different stages of automatically creating a machine readable scientific variable. Our corpus includes more than 100 scientific variables as structured knowledge graphs You can find in the Research Object the corpus, as well as the source code needed to execute the experiments, and the results of them. https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/encodingFormat application/ld+json https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/hasPart https://doi.org/10.5281/zenodo.15313672 https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/hasPart https://github.com/ArvinRastegar/i-adopt-llm-based-service https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/hasPart https://github.com/i-adopt/Corpus/ https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/identifier https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/keywords I-ADOPT https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/keywords LLM https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/keywords corpus https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/keywords scientific variables https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/license https://choosealicense.com/no-permission/ https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://schema.org/name From Scientific Variables to Knowledge Graphs: The I-ADOPT Benchmark https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://w3id.org/ro-id/rohub/model#creation_mode MANUAL https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/wf4ever/ro#ResearchObject https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/wf4ever/roevo#LiveRO https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://schema.org/Dataset https://w3id.org/ro-id/52654482-5442-45ea-a4b7-80a9af510c0b/ https://www.w3.org/ns/iana/link-relations/relation#cite-as GONZALEZ GUARDIA, ESTEBAN. "From Scientific Variables to Knowledge Graphs: The I-ADOPT Benchmark." ROHub. 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