Triple

T2792397
Position Surface form Disambiguated ID Type / Status
Subject GNU Make E61958 entity
Predicate readsFrom P43634 FINISHED
Object GNUmakefile
GNUmakefile is the conventional filename for a makefile specifically intended for use with GNU Make, often used to take advantage of GNU-specific extensions and features.
E61958 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: GNUmakefile | Statement: [GNU Make, readsFrom, GNUmakefile]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: GNUmakefile
Context triple: [GNU Make, readsFrom, GNUmakefile]
  • A. GNU Make
    GNU Make is a widely used build automation tool that controls the compilation and linking of programs by interpreting makefiles to manage dependencies and execute commands efficiently.
  • B. GNU Automake
    GNU Automake is a build system tool that automatically generates portable Makefiles for software packages, following GNU coding and packaging standards.
  • C. GNATmake
    GNATmake is the GNAT Ada compiler’s build tool that automatically manages multi-file project compilation and dependency tracking.
  • D. CMake
    CMake is an open-source, cross-platform build system generator that manages the build process for software projects using compiler- and platform-independent configuration files.
  • E. 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.
  • 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: GNUmakefile
Triple: [GNU Make, readsFrom, GNUmakefile]
Generated description
GNUmakefile is the conventional filename for a makefile specifically intended for use with GNU Make, often used to take advantage of GNU-specific extensions and features.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: GNUmakefile
Target entity description: GNUmakefile is the conventional filename for a makefile specifically intended for use with GNU Make, often used to take advantage of GNU-specific extensions and features.
  • A. GNU Make chosen
    GNU Make is a widely used build automation tool that controls the compilation and linking of programs by interpreting makefiles to manage dependencies and execute commands efficiently.
  • B. GNU Automake
    GNU Automake is a build system tool that automatically generates portable Makefiles for software packages, following GNU coding and packaging standards.
  • C. GNATmake
    GNATmake is the GNAT Ada compiler’s build tool that automatically manages multi-file project compilation and dependency tracking.
  • D. CMake
    CMake is an open-source, cross-platform build system generator that manages the build process for software projects using compiler- and platform-independent configuration files.
  • E. 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.
  • 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_69ab4b7f51d881908768300ebd2fbdae completed March 6, 2026, 9:47 p.m.
NER Named-entity recognition batch_69abe0895e5881909702e69aaee5c425 completed March 7, 2026, 8:23 a.m.
NED1 Entity disambiguation (via context triple) batch_69afc65ebe788190859012e930918b05 completed March 10, 2026, 7:21 a.m.
NEDg Description generation batch_69afc6c6c620819098b76db174a6f98e completed March 10, 2026, 7:22 a.m.
NED2 Entity disambiguation (via description) batch_69afc72b2e3c8190aad78ac8924f07af completed March 10, 2026, 7:24 a.m.
Created at: March 6, 2026, 9:58 p.m.