Triple
T7937587
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | DNF |
E184321
|
entity |
| Predicate | usesLibrary |
P4791
|
FINISHED |
| Object |
libdnf
libdnf is a software library that provides the core dependency resolution and package management functionality used by the DNF package manager on RPM-based Linux distributions.
|
E699699
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: libdnf | Statement: [DNF, usesLibrary, libdnf]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: libdnf Context triple: [DNF, usesLibrary, libdnf]
-
A.
Katello
Katello is an open-source systems management and content lifecycle tool that provides software repository, subscription, and configuration management capabilities, commonly used as a core component of Red Hat Satellite.
-
B.
Fedora Silverblue
Fedora Silverblue is an immutable, desktop-focused variant of Fedora Linux that delivers a stable, container-friendly operating system image designed for reliability and easy rollbacks.
-
C.
rpm-ostree
rpm-ostree is a hybrid image/package system for Linux that combines atomic, Git-like filesystem trees with traditional RPM package management to enable reliable, rollback-capable operating system updates.
-
D.
Flatpak
Flatpak is a cross-distribution Linux framework for building, distributing, and running sandboxed desktop applications.
-
E.
YUM
YUM is the stock ticker symbol for Yum! Brands, the multinational fast-food corporation that owns KFC, Taco Bell, and Pizza Hut.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: libdnf Triple: [DNF, usesLibrary, libdnf]
Generated description
libdnf is a software library that provides the core dependency resolution and package management functionality used by the DNF package manager on RPM-based Linux distributions.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: libdnf Target entity description: libdnf is a software library that provides the core dependency resolution and package management functionality used by the DNF package manager on RPM-based Linux distributions.
-
A.
Katello
Katello is an open-source systems management and content lifecycle tool that provides software repository, subscription, and configuration management capabilities, commonly used as a core component of Red Hat Satellite.
-
B.
Fedora Silverblue
Fedora Silverblue is an immutable, desktop-focused variant of Fedora Linux that delivers a stable, container-friendly operating system image designed for reliability and easy rollbacks.
-
C.
rpm-ostree
rpm-ostree is a hybrid image/package system for Linux that combines atomic, Git-like filesystem trees with traditional RPM package management to enable reliable, rollback-capable operating system updates.
-
D.
Flatpak
Flatpak is a cross-distribution Linux framework for building, distributing, and running sandboxed desktop applications.
-
E.
YUM
YUM is the stock ticker symbol for Yum! Brands, the multinational fast-food corporation that owns KFC, Taco Bell, and Pizza Hut.
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69ca8290c21c8190906a5ca6fe2b03c4 |
completed | March 30, 2026, 2:02 p.m. |
| NER | Named-entity recognition | batch_69cb3aef2394819086eea1f6ab117aed |
completed | March 31, 2026, 3:09 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cb5c0a96ac819099ad30fb925eb329 |
completed | March 31, 2026, 5:30 a.m. |
| NEDg | Description generation | batch_69cb7634f4dc8190b5e537f24bccd651 |
completed | March 31, 2026, 7:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cbb67e77a48190b93c6ba61becfac4 |
completed | March 31, 2026, 11:56 a.m. |
Created at: March 30, 2026, 5:08 p.m.