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uba-ki-lab/objection-management

opencode:4112

automatic processing of objections; Keywords: uba, umweltbundesamt, ki-lab, NLP, LLM, FKTG, Endlagersuche

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

13direct evidenced connections

13exact-identifier edges

14referenced 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:2229b6a6b506b4c65c80437d

Relationshipdeclares_dependency

Software packageLiteLLM

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:31fd7074d58edd8389f19b2c

Relationshipdeclares_dependency

Software packageAccelerate

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:3d92f7b298d38f235d214d85

Relationshipdeclares_dependency

Software packageHugging Face Datasets

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:43c801546b64fa47ead83d8d

Relationshipdeclares_dependency

Software packageXGBoost

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:68177446aea9a3b5b992516f

Relationshipdeclares_dependency

Software packageSentence Transformers

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:6bf6879b0d25e2d7cfaf993c

Relationshipdeclares_dependency

Software packagePyTorch

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:8abb03cebedec895b1aec943

Relationshipdeclares_dependency

Software packagetiktoken

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:ba82905a0091beddd8f2c48c

Relationshipdeclares_dependency

Software packageTransformers

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:d08297f0d257994d794e2655

Relationshipdeclares_dependency

Software packageDSPy

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:d97e69f6abd27be37c8caf08

Relationshipdeclares_dependency

Software packageHugging Face Tokenizers

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:e05bb701b907f05f3f80281b

Relationshipdeclares_dependency

Software packageOpenCV

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:ebddbf2f08064cca97af7cd5

Relationshipdeclares_dependency

Software packagescikit-learn

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:fb1d9b1ef2799271a25e8b64

Relationshipdeclares_dependency

Software packageOpenAI SDK

repository_commit_manifest_package_identity

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: 13
Commit Sha: 5c1425bf9990cf12c5ae8ada47d249710703af18
Last Activity At: 2025-01-13T11:14:51.399Z
Path With Namespace: uba-ki-lab/objection-management
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:4112 · opencode_project_id_and_commit

02

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:litellm · repository_commit_manifest_package_identity

03

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:accelerate · repository_commit_manifest_package_identity

04

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:datasets · repository_commit_manifest_package_identity

05

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:xgboost · repository_commit_manifest_package_identity

06

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:sentence-transformers · repository_commit_manifest_package_identity

07

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:torch · repository_commit_manifest_package_identity

08

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:tiktoken · repository_commit_manifest_package_identity

09

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:transformers · repository_commit_manifest_package_identity

10

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:dspy · repository_commit_manifest_package_identity

11

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:tokenizers · repository_commit_manifest_package_identity

12

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:opencv-python · repository_commit_manifest_package_identity

13

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:scikit-learn · repository_commit_manifest_package_identity

14

german-public-sector-ai-dependency-atlasopencode:4112@5c1425bf9990cf12c5ae8ada47d249710703af18:pypi:openai · 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.