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uba-ki-lab/llm-questionnaire-benchmarking-framework

opencode:10787

Reproducible benchmarking framework for evaluating LLMs using structured multiple-choice and numeric questionnaires

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
7direct evidenced connections
7exact-identifier edges
8referenced source snapshots
5published attributes
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Exact identifieredge:3b03b6445475a9ccaba13ef5
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german-public-sector-ai-dependency-atlas · opencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:tiktoken
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Exact identifieredge:76d9c5393c33a84cb5bc15c1
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Software packagePyTorch
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german-public-sector-ai-dependency-atlas · opencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:torch
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Exact identifieredge:7d14fed307aa067870e74811
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Software packageTransformers
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german-public-sector-ai-dependency-atlas · opencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:transformers
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Exact identifieredge:9d2d0582c4808069eca03072
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german-public-sector-ai-dependency-atlas · opencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:scikit-learn
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Exact identifieredge:b8740b90ff09570f0984509d
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Software packageHugging Face Tokenizers
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german-public-sector-ai-dependency-atlas · opencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:tokenizers
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Exact identifieredge:d7cd4f06b6702dd5858465cd
Relationshipdeclares_dependency
Software packagevLLM
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german-public-sector-ai-dependency-atlas · opencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:vllm
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Exact identifieredge:f8b6d66c88f4461a51a44154
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Software packageOpenAI SDK
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german-public-sector-ai-dependency-atlas · opencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:openai
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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
7
Commit Sha
4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd
Last Activity At
2026-07-13T00:00:12.759Z
Path With Namespace
uba-ki-lab/llm-questionnaire-benchmarking-framework
Tree Complete
true
PROVENANCE

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02
german-public-sector-ai-dependency-atlasopencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:tiktoken · repository_commit_manifest_package_identity
Open original source
03
german-public-sector-ai-dependency-atlasopencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:torch · repository_commit_manifest_package_identity
Open original source
04
german-public-sector-ai-dependency-atlasopencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:transformers · repository_commit_manifest_package_identity
Open original source
05
german-public-sector-ai-dependency-atlasopencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:scikit-learn · repository_commit_manifest_package_identity
Open original source
06
german-public-sector-ai-dependency-atlasopencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:tokenizers · repository_commit_manifest_package_identity
Open original source
07
german-public-sector-ai-dependency-atlasopencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:vllm · repository_commit_manifest_package_identity
Open original source
08
german-public-sector-ai-dependency-atlasopencode:10787@4e12ee9f3b0b6fdc77fe21cb89e6cfac17dc6ebd:pypi:openai · repository_commit_manifest_package_identity
Open original source

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