Triple

T1935744
Position Surface form Disambiguated ID Type / Status
Subject Objective-C E41439 entity
Predicate influenced P9 FINISHED
Object GNUStep Objective-C runtime extensions
GNUStep Objective-C runtime extensions are enhancements to the Objective-C runtime developed by the GNUstep project, adding advanced features such as improved reflection, dynamic loading, and language interoperability beyond the standard Objective-C runtime.
E215104 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: GNUStep Objective-C runtime extensions | Statement: [Objective-C, influenced, GNUStep Objective-C runtime extensions]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: GNUStep Objective-C runtime extensions
Context triple: [Objective-C, influenced, GNUStep Objective-C runtime extensions]
  • A. OPENSTEP
    OPENSTEP is an object-oriented application programming interface and operating system environment developed by NeXT that later formed the technological foundation for macOS and iOS.
  • B. Objective-C
    Objective-C is an object-oriented programming language primarily known for its use in developing software for Apple's macOS and iOS platforms.
  • C. Objective-C++
    Objective-C++ is a programming language extension that allows developers to seamlessly mix Objective-C and C++ code within the same source file, enabling the use of both languages' features in a single program.
  • D. macOS Cocoa
    macOS Cocoa is Apple’s native object-oriented application framework for building graphical user interfaces on macOS.
  • E. NeXTSTEP Foundation Kit
    NeXTSTEP Foundation Kit is an object-oriented application framework developed by NeXT Inc. that provided core classes and services for building NeXTSTEP applications and later influenced Apple’s Cocoa frameworks.
  • 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: GNUStep Objective-C runtime extensions
Triple: [Objective-C, influenced, GNUStep Objective-C runtime extensions]
Generated description
GNUStep Objective-C runtime extensions are enhancements to the Objective-C runtime developed by the GNUstep project, adding advanced features such as improved reflection, dynamic loading, and language interoperability beyond the standard Objective-C runtime.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: GNUStep Objective-C runtime extensions
Target entity description: GNUStep Objective-C runtime extensions are enhancements to the Objective-C runtime developed by the GNUstep project, adding advanced features such as improved reflection, dynamic loading, and language interoperability beyond the standard Objective-C runtime.
  • A. OPENSTEP
    OPENSTEP is an object-oriented application programming interface and operating system environment developed by NeXT that later formed the technological foundation for macOS and iOS.
  • B. Objective-C
    Objective-C is an object-oriented programming language primarily known for its use in developing software for Apple's macOS and iOS platforms.
  • C. Objective-C++
    Objective-C++ is a programming language extension that allows developers to seamlessly mix Objective-C and C++ code within the same source file, enabling the use of both languages' features in a single program.
  • D. macOS Cocoa
    macOS Cocoa is Apple’s native object-oriented application framework for building graphical user interfaces on macOS.
  • E. NeXTSTEP Foundation Kit
    NeXTSTEP Foundation Kit is an object-oriented application framework developed by NeXT Inc. that provided core classes and services for building NeXTSTEP applications and later influenced Apple’s Cocoa frameworks.
  • 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_69a88649b24c819080047f26b6db2ded completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb29c7be08190986df157bf5d7c9e completed March 7, 2026, 5:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69adf3f3932081909a72d1022259359e completed March 8, 2026, 10:10 p.m.
NEDg Description generation batch_69adf472aca881908d99cf5bfcae3094 completed March 8, 2026, 10:13 p.m.
NED2 Entity disambiguation (via description) batch_69adf50d93c88190aa1cbf96526558b6 completed March 8, 2026, 10:15 p.m.
Created at: March 4, 2026, 7:35 p.m.