Triple

T12514781
Position Surface form Disambiguated ID Type / Status
Subject gold linker E299166 entity
Predicate category P87 FINISHED
Object GNU development tools
GNU development tools are a collection of free software utilities, including compilers, assemblers, linkers, and debuggers, used primarily for building and analyzing programs 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 development tools | Statement: [gold linker, category, GNU development tools]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: GNU development tools
Context triple: [gold linker, category, GNU development tools]
  • A. 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.
  • B. 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.
  • C. GNU Binutils
    GNU Binutils is a collection of binary tools, including assemblers, linkers, and related utilities, widely used in software development for compiling and manipulating executable programs and object files.
  • D. GNU Autotools
    GNU Autotools is a suite of build and configuration tools used primarily in Unix-like environments to produce portable, cross-platform software packages.
  • E. GNU C Library
    The GNU C Library (glibc) is the GNU Project’s core implementation of the standard C library, providing fundamental system call wrappers and APIs used by most GNU/Linux and Unix-like systems.
  • 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 development tools
Triple: [gold linker, category, GNU development tools]
Generated description
GNU development tools are a collection of free software utilities, including compilers, assemblers, linkers, and debuggers, used primarily for building and analyzing programs on Unix-like systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: GNU development tools
Target entity description: GNU development tools are a collection of free software utilities, including compilers, assemblers, linkers, and debuggers, used primarily for building and analyzing programs on Unix-like systems.
  • A. GNU toolchain chosen
    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.
  • B. 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.
  • C. GNU Binutils
    GNU Binutils is a collection of binary tools, including assemblers, linkers, and related utilities, widely used in software development for compiling and manipulating executable programs and object files.
  • D. GNU Autotools
    GNU Autotools is a suite of build and configuration tools used primarily in Unix-like environments to produce portable, cross-platform software packages.
  • E. GNU C Library
    The GNU C Library (glibc) is the GNU Project’s core implementation of the standard C library, providing fundamental system call wrappers and APIs used by most GNU/Linux and Unix-like systems.
  • F. None of above.

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_69d6ada5cdd48190860d9ce30aff69be completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d9541e752c8190bf12d2b5a37b53df completed April 10, 2026, 7:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69f64bbd58b88190baeb99380babf64f completed May 2, 2026, 7:08 p.m.
NEDg Description generation batch_69f64ce1b0ec8190bcbd245255e548b5 completed May 2, 2026, 7:13 p.m.
NED2 Entity disambiguation (via description) batch_69f64da735f48190b051ce173c13e5b2 completed May 2, 2026, 7:16 p.m.
Created at: April 8, 2026, 9:57 p.m.