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@prefix np: <
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@prefix dct: <
http://purl.org/dc/terms/
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http://www.w3.org/2001/XMLSchema#
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> .
@prefix prov: <
http://www.w3.org/ns/prov#
> .
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http://purl.org/nanopub/x/
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sub:Head
{
this:
np:hasAssertion
sub:assertion
;
np:hasProvenance
sub:provenance
;
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a
np:Nanopublication
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sub:assertion
{
<
https://doi.org/10.48550/arXiv.2402.11163
>
dct:title
"KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph" ;
<
http://purl.org/spar/cito/describes
> <
https://neverblink.eu/ontologies/llm-kg/methods#KgAgent
> ;
<
http://purl.org/spar/cito/discusses
> <
https://neverblink.eu/ontologies/llm-kg/methods#AutoGpt
> , <
https://neverblink.eu/ontologies/llm-kg/methods#BartSparql
> , <
https://neverblink.eu/ontologies/llm-kg/methods#ChatBd
> , <
https://neverblink.eu/ontologies/llm-kg/methods#EmbedKgqa
> , <
https://neverblink.eu/ontologies/llm-kg/methods#KbBinder
> , <
https://neverblink.eu/ontologies/llm-kg/methods#Kvmemnet
> , <
https://neverblink.eu/ontologies/llm-kg/methods#MmReAct
> , <
https://neverblink.eu/ontologies/llm-kg/methods#Nsm
> , <
https://neverblink.eu/ontologies/llm-kg/methods#Pangu
> , <
https://neverblink.eu/ontologies/llm-kg/methods#ProgPrompt
> , <
https://neverblink.eu/ontologies/llm-kg/methods#ReAct
> , <
https://neverblink.eu/ontologies/llm-kg/methods#Rgcn
> , <
https://neverblink.eu/ontologies/llm-kg/methods#RnnSparql
> , <
https://neverblink.eu/ontologies/llm-kg/methods#StructGpt
> , <
https://neverblink.eu/ontologies/llm-kg/methods#TransferNet
> , <
https://neverblink.eu/ontologies/llm-kg/methods#WebGpt
> ;
a
prov:Entity
.
<
https://neverblink.eu/ontologies/llm-kg/methods#AutoGpt
> <
http://purl.org/spar/fabio/hasURL
> "https://github.com/Significant-Gravitas/AutoGPT"^^
xsd:anyURI
;
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"AutoGPT" .
<
https://neverblink.eu/ontologies/llm-kg/methods#BartSparql
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"BART SPARQL" .
<
https://neverblink.eu/ontologies/llm-kg/methods#ChatBd
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"ChatBD" .
<
https://neverblink.eu/ontologies/llm-kg/methods#EmbedKgqa
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"EmbedKGQA" .
<
https://neverblink.eu/ontologies/llm-kg/methods#KbBinder
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"KB-BINDER" .
<
https://neverblink.eu/ontologies/llm-kg/methods#KgAgent
>
dct:subject
<
https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning
> ;
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:comment
"KG-Agent is an autonomous LLM-based agent framework designed to synergize LLMs and KGs for complex reasoning tasks over KGs. It treats the LLM as a planner that actively interacts with the KG through a specialized multifunctional toolbox and an iterative memory-updating mechanism. This aligns perfectly with the 'treating LLMs as agents to interact with the KGs to conduct reasoning' aspect of SynergizedReasoning." ;
rdfs:label
"KG-Agent" ;
<
https://neverblink.eu/ontologies/llm-kg/hasTopCategory
> <
https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG
> .
<
https://neverblink.eu/ontologies/llm-kg/methods#Kvmemnet
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"KVMemNet" .
<
https://neverblink.eu/ontologies/llm-kg/methods#MmReAct
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"MM-REACT" .
<
https://neverblink.eu/ontologies/llm-kg/methods#Nsm
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"NSM" .
<
https://neverblink.eu/ontologies/llm-kg/methods#Pangu
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"Pangu" .
<
https://neverblink.eu/ontologies/llm-kg/methods#ProgPrompt
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"ProgPrompt" .
<
https://neverblink.eu/ontologies/llm-kg/methods#ReAct
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"ReAct" .
<
https://neverblink.eu/ontologies/llm-kg/methods#Rgcn
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"RGCN" .
<
https://neverblink.eu/ontologies/llm-kg/methods#RnnSparql
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"RNN SPARQL" .
<
https://neverblink.eu/ontologies/llm-kg/methods#StructGpt
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"Struct-GPT" .
<
https://neverblink.eu/ontologies/llm-kg/methods#TransferNet
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"TransferNet" .
<
https://neverblink.eu/ontologies/llm-kg/methods#WebGpt
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"WebGPT" .
}
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{
sub:assertion
prov:wasAttributedTo
<
https://neverblink.eu/ontologies/llm-kg/agent
> ;
prov:wasDerivedFrom
<
https://doi.org/10.48550/arXiv.2402.11163
> .
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xsd:dateTime
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