Triple

T2752750

Position	Surface form	Disambiguated ID	Type / Status
Subject	Smalltalk	`E61024`	entity
Predicate	notableImplementation	`P102`	FINISHED
Object	GNU Smalltalk GNU Smalltalk is a free, open-source implementation of the Smalltalk programming language that emphasizes scripting and command-line use while remaining compatible with traditional Smalltalk environments.	`E295380`	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 Smalltalk | Statement: [Smalltalk, notableImplementation, GNU Smalltalk]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: GNU Smalltalk
Context triple: [Smalltalk, notableImplementation, GNU Smalltalk]

A. Smalltalk
Smalltalk is an influential object-oriented, dynamically typed programming language and environment known for pioneering many concepts in modern software development, including graphical user interfaces and integrated development environments.
B. Squeak programming system
The Squeak programming system is an open-source, multimedia-capable implementation of the Smalltalk language designed for educational use, rapid prototyping, and exploratory programming.
C. Oberon programming language
The Oberon programming language is a minimalist, modular, and strongly typed language designed by Niklaus Wirth as the successor to Modula-2, emphasizing simplicity and efficiency in both language and operating system design.
D. GNUstep
GNUstep is a free, open-source implementation of the NeXTSTEP/OPENSTEP APIs, providing a cross-platform object-oriented development environment primarily based on the Objective-C language.
E. 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.
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 Smalltalk
Triple: [Smalltalk, notableImplementation, GNU Smalltalk]

Generated description

GNU Smalltalk is a free, open-source implementation of the Smalltalk programming language that emphasizes scripting and command-line use while remaining compatible with traditional Smalltalk environments.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: GNU Smalltalk
Target entity description: GNU Smalltalk is a free, open-source implementation of the Smalltalk programming language that emphasizes scripting and command-line use while remaining compatible with traditional Smalltalk environments.

A. Smalltalk
Smalltalk is an influential object-oriented, dynamically typed programming language and environment known for pioneering many concepts in modern software development, including graphical user interfaces and integrated development environments.
B. Squeak programming system
The Squeak programming system is an open-source, multimedia-capable implementation of the Smalltalk language designed for educational use, rapid prototyping, and exploratory programming.
C. Oberon programming language
The Oberon programming language is a minimalist, modular, and strongly typed language designed by Niklaus Wirth as the successor to Modula-2, emphasizing simplicity and efficiency in both language and operating system design.
D. GNUstep
GNUstep is a free, open-source implementation of the NeXTSTEP/OPENSTEP APIs, providing a cross-platform object-oriented development environment primarily based on the Objective-C language.
E. 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.
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_69ab4b7a85bc819094a349b84beb1f2c`	completed	March 6, 2026, 9:47 p.m.
NER	Named-entity recognition	`batch_69abdb6ed9c08190824d1866e198ef80`	completed	March 7, 2026, 8:01 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69afbbdb43d481909bf4e61840979c0a`	completed	March 10, 2026, 6:36 a.m.
NEDg	Description generation	`batch_69afbc758cc48190a96f80a850316ce3`	completed	March 10, 2026, 6:38 a.m.
NED2	Entity disambiguation (via description)	`batch_69afbd7be9088190a19bed27249e95c4`	completed	March 10, 2026, 6:43 a.m.

Created at: March 6, 2026, 9:56 p.m.