Triple
T477775
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | GNU Compiler Collection |
E9098
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
GNU toolchain
The GNU toolchain is a collection of programming tools, including compilers, linkers, assemblers, and debuggers, widely used for building and developing software on Unix-like systems.
|
E59593
|
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: GNU toolchain | Statement: [GNU Compiler Collection, partOf, GNU toolchain]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: GNU toolchain Context triple: [GNU Compiler Collection, partOf, GNU toolchain]
-
A.
GNU Compiler Collection
The GNU Compiler Collection (GCC) is a widely used, free and open-source compiler system that supports numerous programming languages and platforms, forming a core component of the GNU toolchain and much of the open-source software ecosystem.
-
B.
GNU Project
The GNU Project is a free software initiative that created many core components of the GNU/Linux operating system and pioneered the modern free software movement.
-
C.
Gentoo Linux
Gentoo Linux is a highly customizable, source-based Linux distribution known for its performance optimization and flexibility through its Portage package management system.
-
D.
GNU Debugger
GNU Debugger (GDB) is a widely used free and open-source debugging tool for programs written in languages like C, C++, and Fortran, allowing developers to inspect and control program execution.
-
E.
Slackware
Slackware is one of the oldest actively maintained Linux distributions, known for its simplicity, stability, and adherence to Unix-like design principles.
- 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: GNU toolchain Triple: [GNU Compiler Collection, partOf, GNU toolchain]
Generated description
The GNU toolchain is a collection of programming tools, including compilers, linkers, assemblers, and debuggers, widely used for building and developing software on Unix-like systems.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: GNU toolchain Target entity description: The GNU toolchain is a collection of programming tools, including compilers, linkers, assemblers, and debuggers, widely used for building and developing software on Unix-like systems.
-
A.
GNU Compiler Collection
The GNU Compiler Collection (GCC) is a widely used, free and open-source compiler system that supports numerous programming languages and platforms, forming a core component of the GNU toolchain and much of the open-source software ecosystem.
-
B.
GNU Project
The GNU Project is a free software initiative that created many core components of the GNU/Linux operating system and pioneered the modern free software movement.
-
C.
Gentoo Linux
Gentoo Linux is a highly customizable, source-based Linux distribution known for its performance optimization and flexibility through its Portage package management system.
-
D.
GNU Debugger
GNU Debugger (GDB) is a widely used free and open-source debugging tool for programs written in languages like C, C++, and Fortran, allowing developers to inspect and control program execution.
-
E.
Slackware
Slackware is one of the oldest actively maintained Linux distributions, known for its simplicity, stability, and adherence to Unix-like design principles.
- 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_69a2e7ff81708190b0507a24a997232c |
completed | Feb. 28, 2026, 1:05 p.m. |
| NER | Named-entity recognition | batch_69a2f03f3fbc81909af6e4496d5e6c2a |
completed | Feb. 28, 2026, 1:40 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a46804b90881908422851eeb9bbba1 |
completed | March 1, 2026, 4:23 p.m. |
| NEDg | Description generation | batch_69a46901d5c08190af7ea8b01206505c |
completed | March 1, 2026, 4:27 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69a4696c35c08190890e8159983e2efb |
completed | March 1, 2026, 4:29 p.m. |
Created at: Feb. 28, 2026, 1:12 p.m.