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uba-ki-lab/gsa-extraction

opencode:5530

information extraction and summarization; Keywords: uba, umweltbundesamt, ki-lab, NLP, LLM, GSA

Entity type · RepositoryPublic dossier · indexable21 Jul 2026, 08:42

Identity extends only as far as the published stable identifier or explicit mapping. Similar names are not merged. Missing links mean not observed in the bounded sources—not absent in reality.

identity ≠ name similarity · edge ≠ causality

10direct evidenced connections

10exact-identifier edges

11referenced source snapshots

5published attributes

ONE-HOP EVIDENCE

Every direct connection and its proof

The relation label and evidence class describe the entire claim. Open the source record before drawing a broader conclusion.

Exact identifieredge:0d4b5afc69c1927444823fcc

Relationshipdeclares_dependency

Software packagescikit-learn

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:16ec407e006381ff2d92fa9a

Relationshipdeclares_dependency

Software packageHugging Face Tokenizers

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:2b01559e6b805ac464b9f17f

Relationshipdeclares_dependency

Software packageHugging Face Datasets

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:2b18d267af316f65c87556d6

Relationshipdeclares_dependency

Software packageOpenAI SDK

repository_commit_manifest_package_identity

No additional excerpt published.

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Exact identifieredge:87dcad4770e27c3b3ee76fd0

Relationshipdeclares_dependency

Software packageSentence Transformers

repository_commit_manifest_package_identity

No additional excerpt published.

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Exact identifieredge:a3e28100b47f94284d0777fd

Relationshipdeclares_dependency

Software packageTransformers

repository_commit_manifest_package_identity

No additional excerpt published.

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Exact identifieredge:aeaf88e92a5f08e5a8ee980b

Relationshipdeclares_dependency

Software packagetiktoken

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:e1c8204adf2c29c292abecbf

Relationshipdeclares_dependency

Software packageDSPy

repository_commit_manifest_package_identity

No additional excerpt published.

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Exact identifieredge:ec4bedb7b1f57d26737ae4e3

Relationshipdeclares_dependency

Software packageLiteLLM

repository_commit_manifest_package_identity

No additional excerpt published.

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Exact identifieredge:f99e2c51380c11ae1509bb41

Relationshipdeclares_dependency

Software packagePyTorch

repository_commit_manifest_package_identity

No additional excerpt published.

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PUBLISHED ATTRIBUTES

Fields retained with this identity

Attributes are descriptive source fields. They do not create cross-dataset identity unless an edge states that join explicitly.

Ai Package Count: 10
Commit Sha: f5161e79d3f8c53877f9b1b0d72e1c10bff775ba
Last Activity At: 2025-07-08T06:55:06.033Z
Path With Namespace: uba-ki-lab/gsa-extraction
Tree Complete: true

PROVENANCE

Inspect the source snapshots

A source snapshot describes what was available at collection time. Corrections and later publications can change future observations.

01

german-public-sector-ai-code-radaropencode:5530 · opencode_project_id_and_commit

02

german-public-sector-ai-dependency-atlasopencode:5530@f5161e79d3f8c53877f9b1b0d72e1c10bff775ba:pypi:scikit-learn · repository_commit_manifest_package_identity

03

german-public-sector-ai-dependency-atlasopencode:5530@f5161e79d3f8c53877f9b1b0d72e1c10bff775ba:pypi:tokenizers · repository_commit_manifest_package_identity

04

german-public-sector-ai-dependency-atlasopencode:5530@f5161e79d3f8c53877f9b1b0d72e1c10bff775ba:pypi:datasets · repository_commit_manifest_package_identity

05

german-public-sector-ai-dependency-atlasopencode:5530@f5161e79d3f8c53877f9b1b0d72e1c10bff775ba:pypi:openai · repository_commit_manifest_package_identity

06

german-public-sector-ai-dependency-atlasopencode:5530@f5161e79d3f8c53877f9b1b0d72e1c10bff775ba:pypi:sentence-transformers · repository_commit_manifest_package_identity

07

german-public-sector-ai-dependency-atlasopencode:5530@f5161e79d3f8c53877f9b1b0d72e1c10bff775ba:pypi:transformers · repository_commit_manifest_package_identity

08

german-public-sector-ai-dependency-atlasopencode:5530@f5161e79d3f8c53877f9b1b0d72e1c10bff775ba:pypi:tiktoken · repository_commit_manifest_package_identity

09

german-public-sector-ai-dependency-atlasopencode:5530@f5161e79d3f8c53877f9b1b0d72e1c10bff775ba:pypi:dspy · repository_commit_manifest_package_identity

10

german-public-sector-ai-dependency-atlasopencode:5530@f5161e79d3f8c53877f9b1b0d72e1c10bff775ba:pypi:litellm · repository_commit_manifest_package_identity

11

german-public-sector-ai-dependency-atlasopencode:5530@f5161e79d3f8c53877f9b1b0d72e1c10bff775ba:pypi:torch · repository_commit_manifest_package_identity

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IndexPublic AI outcome ledgerFollow public AI funding from projects and organizations to reported outputs and citations. Every connection retains its evidence; patents and procurement appear only with exact identifier bridges.Provenance checkPublic-sector AI system passportSee which public records can be linked to each published government AI system through stable identifiers or exact source-declared repository URLs—with a source for every edge and visible evidence boundaries.IndexPublic AI actorsSearch organizations across funding, research, procurement, influence and infrastructure. Every role stays tied to its source; matching names are queued for review only.