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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
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https://w3id.org/ro-id/enrichment/3bfd0173-cbc0-4f13-81d9-9ee37b4fa900
https://w3id.org/ro/terms/earth-science#normScore
22.023809523809522
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https://w3id.org/ro/terms/earth-science#score
14.8
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http://schema.org/name
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.
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
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https://w3id.org/ro/terms/earth-science#normScore
41.458106637649614
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https://w3id.org/ro/terms/earth-science#score
38.1
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http://schema.org/name
Data Format
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FieldOfResearch
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http://schema.org/name
knowledge
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Lemma
https://w3id.org/ro-id/enrichment/4372f50e-4ebe-47c0-b685-e71595029a10
https://w3id.org/ro/terms/earth-science#normScore
8.333333333333332
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https://w3id.org/ro/terms/earth-science#score
5.6
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http://schema.org/name
Information Systems
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FieldOfResearch
https://w3id.org/ro-id/enrichment/481759fe-2024-4e5d-bbf4-80efc97bb42a
http://schema.org/name
Engineering
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#NASA
https://w3id.org/ro-id/enrichment/4e8b5c59-83a5-4572-88dd-bc3417844451
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Theoretical mathematics
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#NASA
https://w3id.org/ro-id/enrichment/4e8f5bf9-e6d0-4c8f-af21-efb61c07da5a
http://schema.org/name
expert annotated corpus
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Phrase
https://w3id.org/ro-id/enrichment/4e8f5bf9-e6d0-4c8f-af21-efb61c07da5a
https://w3id.org/ro/terms/earth-science#normScore
7.099879663056558
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https://w3id.org/ro/terms/earth-science#score
5.9
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http://schema.org/name
corpus
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Lemma
https://w3id.org/ro-id/enrichment/52a82ac0-6fb8-4223-ac97-fbf93e48cee2
https://w3id.org/ro/terms/earth-science#normScore
12.797619047619047
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https://w3id.org/ro/terms/earth-science#score
8.6
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http://schema.org/name
variable
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/562cf013-bfcc-4dde-9d9d-b804720a7bb0
https://w3id.org/ro/terms/earth-science#normScore
14.233576642335766
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https://w3id.org/ro/terms/earth-science#score
11.7
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http://schema.org/name
Social and information sciences
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#NASA
https://w3id.org/ro-id/enrichment/70cb84d3-e57c-4ffe-b388-ee60afc2cd04
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none
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/70e391d1-e018-49c6-9cc0-8a18dce11a7f
http://schema.org/name
Academia/ Research Institutions
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https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/718bba6d-beff-4ba8-bc18-5db74d2ce5ca
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research
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/718bba6d-beff-4ba8-bc18-5db74d2ce5ca
https://w3id.org/ro/terms/earth-science#normScore
6.934306569343065
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https://w3id.org/ro/terms/earth-science#score
5.7
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material of the paper
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https://w3id.org/ro/terms/earth-science#normScore
6.257521058965102
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https://w3id.org/ro/terms/earth-science#score
5.2
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http://schema.org/name
Documentation and information science
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#NASA
https://w3id.org/ro-id/enrichment/7db27e7d-3091-4e46-8907-91735be652a8
http://schema.org/name
Other Mathematical Sciences
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FieldOfResearch
https://w3id.org/ro-id/enrichment/8731cced-5bd2-482f-be59-21406331bf0f
http://schema.org/name
task
https://w3id.org/ro-id/enrichment/8731cced-5bd2-482f-be59-21406331bf0f
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/8731cced-5bd2-482f-be59-21406331bf0f
https://w3id.org/ro/terms/earth-science#normScore
5.231143552311435
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https://w3id.org/ro/terms/earth-science#score
4.3
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http://schema.org/name
Computer Software
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FieldOfResearch
https://w3id.org/ro-id/enrichment/94daa248-e525-467b-a867-8ece9fc5ecbd
http://schema.org/name
aim
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/94daa248-e525-467b-a867-8ece9fc5ecbd
https://w3id.org/ro/terms/earth-science#normScore
5.839416058394161
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https://w3id.org/ro/terms/earth-science#score
4.8
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http://schema.org/name
IT-computer sciences
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#IPTC
https://w3id.org/ro-id/enrichment/98877594-b480-4527-a81d-80b7d89996e1
https://w3id.org/ro/terms/earth-science#path
Science and technology/Technology and engineering/IT-computer sciences
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http://schema.org/name
linguistics
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/contentdesc#Domain
https://w3id.org/ro-id/enrichment/98d12117-8cce-4d18-a90a-c149eac8ea00
https://w3id.org/ro/terms/earth-science#normScore
100.0
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https://w3id.org/ro/terms/earth-science#score
8.8
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http://schema.org/name
Mathematical Sciences
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
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none
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/a16aed8a-115f-420b-8fc9-d831825996ba
http://schema.org/name
Our corpus includes more than 100 scientific variables as structured knowledge graphs
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Sentence
https://w3id.org/ro-id/enrichment/a16aed8a-115f-420b-8fc9-d831825996ba
https://w3id.org/ro/terms/earth-science#normScore
15.88683351468988
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14.6
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Geographical Scope
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http://schema.org/name
I-ADOPT benchmark
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https://w3id.org/ro/terms/earth-science#Phrase
https://w3id.org/ro-id/enrichment/aedac790-7eff-439f-9822-c0b7782a915a
https://w3id.org/ro/terms/earth-science#normScore
44.4043321299639
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https://w3id.org/ro/terms/earth-science#score
36.9
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knowledge
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https://w3id.org/ro-id/enrichment/b42d4938-0b86-4ded-b0eb-fbb8c3761c3a
https://w3id.org/ro/terms/earth-science#normScore
7.177615571776156
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https://w3id.org/ro/terms/earth-science#score
5.9
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Computer programming and software
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Funding
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Statistics and probability
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Stakeholders
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User Needs (RAST)
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Science and technology
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https://w3id.org/ro/terms/earth-science#IPTC
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https://w3id.org/ro/terms/earth-science#path
Science and technology
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Physical and Technological
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https://w3id.org/ro-id/enrichment/d6a38e16-27c9-4f96-bdf6-18af157928c3
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none
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https://w3id.org/ro/terms/earth-science#FCID
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http://schema.org/name
material
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https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/d940489c-7a7c-41cb-a8c0-f2b2fc700756
https://w3id.org/ro/terms/earth-science#normScore
4.257907542579075
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3.5
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Policy Scale
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https://w3id.org/ro/terms/earth-science#FCID
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