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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 · indexable19 Oct 2026, 10:37

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 a dependency

Software packagescikit-learn

Package identity in the repository commit manifest

No additional excerpt published.

Open source ↗

Exact identifieredge:16ec407e006381ff2d92fa9a

Relationshipdeclares a dependency

Software packageHugging Face Tokenizers

Package identity in the repository commit manifest

No additional excerpt published.

Open source ↗

Exact identifieredge:2b01559e6b805ac464b9f17f

Relationshipdeclares a dependency

Software packageHugging Face Datasets

Package identity in the repository commit manifest

No additional excerpt published.

Open source ↗

Exact identifieredge:2b18d267af316f65c87556d6

Relationshipdeclares a dependency

Software packageOpenAI SDK

Package identity in the repository commit manifest

No additional excerpt published.

Open source ↗

Exact identifieredge:87dcad4770e27c3b3ee76fd0

Relationshipdeclares a dependency

Software packageSentence Transformers

Package identity in the repository commit manifest

No additional excerpt published.

Open source ↗

Exact identifieredge:a3e28100b47f94284d0777fd

Relationshipdeclares a dependency

Software packageTransformers

Package identity in the repository commit manifest

No additional excerpt published.

Open source ↗

Exact identifieredge:aeaf88e92a5f08e5a8ee980b

Relationshipdeclares a dependency

Software packagetiktoken

Package identity in the repository commit manifest

No additional excerpt published.

Open source ↗

Exact identifieredge:e1c8204adf2c29c292abecbf

Relationshipdeclares a dependency

Software packageDSPy

Package identity in the repository commit manifest

No additional excerpt published.

Open source ↗

Exact identifieredge:ec4bedb7b1f57d26737ae4e3

Relationshipdeclares a dependency

Software packageLiteLLM

Package identity in the repository commit manifest

No additional excerpt published.

Open source ↗

Exact identifieredge:f99e2c51380c11ae1509bb41

Relationshipdeclares a dependency

Software packagePyTorch

Package identity in the repository commit manifest

No additional excerpt published.

Open source ↗

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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