René's URL Explorer Experiment


Title: GitHub - DataArcTech/ToG-3: Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval

Open Graph Title: GitHub - DataArcTech/ToG-3: Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval

X Title: GitHub - DataArcTech/ToG-3: Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval

Description: Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval - DataArcTech/ToG-3

Open Graph Description: Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval - DataArcTech/ToG-3

X Description: Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval - DataArcTech/ToG-3

Opengraph URL: https://github.com/DataArcTech/ToG-3

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:622db5af-7e87-dffa-fb65-2650156accba
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id8FBA:11B250:3F237B:56DFF6:698E02EA
html-safe-nonce9c5067e1685b0aa8f80cc739246a84ec5580786b2caed8e31d228f6c966b535b
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4RkJBOjExQjI1MDozRjIzN0I6NTZERkY2OjY5OEUwMkVBIiwidmlzaXRvcl9pZCI6Ijc1MjAzMjc5ODE0NjMzNzI1MjIiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmaceb9ab4ddcc43d98b44db4080e08fb656ddeba11c470a2a9a0f99745195d190d5
hovercard-subject-tagrepository:1016780370
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/DataArcTech/ToG-3
twitter:imagehttps://opengraph.githubassets.com/a167dabdb22e224e0dddfc584581ae36b91a066f47d0dc228a187ca7f88558e2/DataArcTech/ToG-3
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/a167dabdb22e224e0dddfc584581ae36b91a066f47d0dc228a187ca7f88558e2/DataArcTech/ToG-3
og:image:altThink-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval - DataArcTech/ToG-3
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None4d76af840d3174ae6e2538f47f7ea4876a854b6ac4e6fe849e30bdd90242399f
turbo-cache-controlno-preview
go-importgithub.com/DataArcTech/ToG-3 git https://github.com/DataArcTech/ToG-3.git
octolytics-dimension-user_id149999489
octolytics-dimension-user_loginDataArcTech
octolytics-dimension-repository_id1016780370
octolytics-dimension-repository_nwoDataArcTech/ToG-3
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id1016780370
octolytics-dimension-repository_network_root_nwoDataArcTech/ToG-3
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
releasec9daf44b4f7506beb4bbdaf20e9c0b4ba9a94e56
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FDataArcTech%2FToG-3
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FDataArcTech%2FToG-3
Sign up https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=DataArcTech%2FToG-3
Reloadhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3
Reloadhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3
Reloadhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3
DataArcTech https://patch-diff.githubusercontent.com/DataArcTech
ToG-3https://patch-diff.githubusercontent.com/DataArcTech/ToG-3
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FDataArcTech%2FToG-3
Fork 11 https://patch-diff.githubusercontent.com/login?return_to=%2FDataArcTech%2FToG-3
Star 74 https://patch-diff.githubusercontent.com/login?return_to=%2FDataArcTech%2FToG-3
MIT license https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/LICENSE
74 stars https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/stargazers
11 forks https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/forks
Branches https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/branches
Tags https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tags
Activity https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2FDataArcTech%2FToG-3
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FDataArcTech%2FToG-3
Code https://patch-diff.githubusercontent.com/DataArcTech/ToG-3
Issues 5 https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/issues
Pull requests 0 https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/pulls
Actions https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/actions
Projects 0 https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/projects
Security 0 https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/security
Insights https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/pulse
Code https://patch-diff.githubusercontent.com/DataArcTech/ToG-3
Issues https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/issues
Pull requests https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/pulls
Actions https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/actions
Projects https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/projects
Security https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/security
Insights https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/pulse
Brancheshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/branches
Tagshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tags
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/branches
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tags
116 Commitshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/commits/main/
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/commits/main/
assetshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/assets
assetshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/assets
datahttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/data
datahttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/data
docshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/docs
docshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/docs
exampleshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/examples
exampleshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/examples
rag_factoryhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/rag_factory
rag_factoryhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/rag_factory
scriptshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/scripts
scriptshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/scripts
testshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/tests
testshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/tree/main/tests
.gitignorehttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/.gitignore
LICENSEhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/README.md
main.pyhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/main.py
main.pyhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/main.py
mkdocs.ymlhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/mkdocs.yml
mkdocs.ymlhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/mkdocs.yml
requirements.txthttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/requirements.txt
run.shhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/run.sh
run.shhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/run.sh
setup.pyhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/setup.py
setup.pyhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/setup.py
READMEhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3
MIT licensehttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/assets/logo.png
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#-think-on-graph-30-efficient-and-adaptive-llm-reasoning-on-heterogeneous-graphs-via-multi-agent-dual-evolving-context-retrieval
https://arxiv.org/abs/2509.21710
https://github.com/DataArcTech/RAG-Factory
https://huggingface.co/datasets/IDEA-FinAI/Golden-Touchstone
https://huggingface.co/IDEA-FinAI/TouchstoneGPT-7B-Instruct
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#features
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/blob/main/assets/knowledge_base_screenshot.png
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#installation
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#usage
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#examples
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#roadmap
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#-implemented-features
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#-planned-features
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#-acknowledgements
llama-indexhttps://github.com/run-llama/llama_index
llama-factoryhttps://github.com/hiyouga/LLaMA-Factory
Qdranthttps://github.com/qdrant/qdrant
Neo4jhttps://github.com/neo4j/neo4j
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#-citation
https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#-star-history
https://star-history.com/#DataArcTech/RAG-Factory&Date
rag https://patch-diff.githubusercontent.com/topics/rag
graphrag https://patch-diff.githubusercontent.com/topics/graphrag
multimodal-rag https://patch-diff.githubusercontent.com/topics/multimodal-rag
Readme https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/DataArcTech/ToG-3#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3
Activityhttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/activity
Custom propertieshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/custom-properties
74 starshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/watchers
11 forkshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FDataArcTech%2FToG-3&report=DataArcTech+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3/releases
Packages 0https://patch-diff.githubusercontent.com/orgs/DataArcTech/packages?repo_name=ToG-3
Contributors 5https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/graphs/contributors
Please reload this pagehttps://patch-diff.githubusercontent.com/DataArcTech/ToG-3
Python 82.9% https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/search?l=python
HTML 17.0% https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/search?l=html
Shell 0.1% https://patch-diff.githubusercontent.com/DataArcTech/ToG-3/search?l=shell
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.