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Plots on the Results

Navigating Open LLM Semantic Web Technology Support with Capability Compass

Family 0.5B 1B 1.5B 3B/3.8B 7B/8B MoE Active 6-14B 14B 32B/33B 70B/72B
Llama 3.0
--> Meta-Llama-3-8B-Instruct Meta-Llama-3-70B-Instruct
Llama 3.1
--> Llama-3.1-8B-Instruct Llama-3.1-70B-Instruct
Llama 3.2
--> Llama-3.2-1B-Instruct Llama-3.2-3B-Instruct
Llama 3.3
--> Llama-3.3-70B-Instruct
Phi 3.0
--> Phi-3-mini-128k-instruct Phi-3-small-128k-instruct Phi-3-medium-128k-instruct
Phi 3.5
--> Phi-3.5-mini-instruct Phi-3.5-MoE-instruct
Qwen2
--> Qwen2-0.5B-Instruct Qwen2-1.5B-Instruct Qwen2-7B-Instruct Qwen2-57B-A14B-Instruct Qwen2-72B-Instruct
Qwen2.5
--> Qwen2.5-0.5B-Instruct Qwen2.5-1.5B-Instruct Qwen2.5-3B-Instruct Qwen2.5-7B-Instruct Qwen2.5-14B-Instruct Qwen2.5-32B-Instruct Qwen2.5-72B-Instruct
Qwen2.5-Coder
--> Qwen2.5-Coder-32B-Instruct
Infly-OpenCoder
--> OpenCoder-8B-Instruct
Deepseek-coder
--> deepseek-coder-33b-instruct

Task Plots

Rdf Connection Explain Tasks

plot caption
RdfConnectionExplainStatic, graphFormat=jsonld: listTrimF1 score
RdfConnectionExplainStatic, graphFormat=nt: listTrimF1 score
RdfConnectionExplainStatic, graphFormat=turtle: listTrimF1 score
RdfConnectionExplainStatic, graphFormat=xml: listTrimF1 score

RDF Friend Count Tasks

plot caption
RdfFriendCount, graphFormat=jsonld, 1 additional link: F1 score
RdfFriendCount, graphFormat=jsonld, 2 additional links: F1 score
RdfFriendCount, graphFormat=nt, 1 additional link: F1 score
RdfFriendCount, graphFormat=nt, 2 additional links: F1 score
RdfFriendCount, graphFormat=turtle, 1 additional link: F1 score
RdfFriendCount, graphFormat=turtle, 2 additional links: F1 score
RdfFriendCount, graphFormat=xml, 1 additional link: F1 score
RdfFriendCount, graphFormat=xml, 2 additional links: F1 score

RDF Syntax Fix Tasks

plot caption
RdfSyntaxFixList, graphFormat=jsonld: max(combined) score
RdfSyntaxFixList, graphFormat=nt: max(combined) score
RdfSyntaxFixList, graphFormat=turtle: max(combined) score

SPARQL Syntax Fix Task

plot caption
SparqlSyntaxFixingList, dataset=LcQuad: max(combined) score

SPARQL to Answer Tasks

plot caption
Sparql2Answer, dataset=Organisational, graphFormat=jsonld: combinedF1 score
Sparql2Answer, dataset=Organisational, graphFormat=turtle: combinedF1 score

Text to Answer Tasks

plot caption
Text2Answer, dataset=Organisational, graphFormat=jsonld: combinedF1 score
Text2Answer, dataset=Organisational, graphFormat=turtle: combinedF1 score

Text to SPARQL Tasks

plot caption
Text2Sparql, dataset=Organizational, graphInfo=turtle graph: max(combined) score
Text2Sparql, dataset=Orga Numerical, graphInfo=turtle graph + ID-label-mapping: max(combined) score
Text2Sparql, dataset=Coypu Mini, graphInfo=turtle graph: max(combined) score
Text2Sparql, dataset=Beastiary, graphInfo=turtle schema: max(combined) score
Text2Sparql, dataset=Beastiary, graphInfo=turtle subschema: max(combined) score
Text2Sparql, dataset=Beastiary, graphInfo=turtle subgraph: max(combined) score