Triple

T2793047
Position Surface form Disambiguated ID Type / Status
Subject GNU gettext E61971 entity
Predicate includesTool P1393 FINISHED
Object msgfmt
msgfmt is a command-line program in the GNU gettext suite that compiles human-readable translation source files into binary message catalogs used by internationalized software.
E61971 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: msgfmt | Statement: [GNU gettext, includesTool, msgfmt]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: msgfmt
Context triple: [GNU gettext, includesTool, msgfmt]
  • A. GNU gettext
    GNU gettext is a widely used GNU internationalization and localization framework that provides tools and libraries for translating the text of software programs into different languages.
  • B. Unicode CLDR
    Unicode CLDR is a standardized, collaboratively maintained repository of locale data that underpins internationalization and localization features in software and digital platforms worldwide.
  • C. Unicode ICU
    Unicode ICU (International Components for Unicode) is a widely used open-source library that provides robust, cross-platform support for Unicode text handling, internationalization, and localization in software applications.
  • D. HoTMetaL
    HoTMetaL was one of the earliest commercial HTML editors, developed by SoftQuad Software for creating and editing web pages in the early days of the World Wide Web.
  • E. MLT
    MLT is the three-letter ISO 3166-1 alpha-3 country code assigned to Malta.
  • 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: msgfmt
Triple: [GNU gettext, includesTool, msgfmt]
Generated description
msgfmt is a command-line program in the GNU gettext suite that compiles human-readable translation source files into binary message catalogs used by internationalized software.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: msgfmt
Target entity description: msgfmt is a command-line program in the GNU gettext suite that compiles human-readable translation source files into binary message catalogs used by internationalized software.
  • A. GNU gettext chosen
    GNU gettext is a widely used GNU internationalization and localization framework that provides tools and libraries for translating the text of software programs into different languages.
  • B. Unicode CLDR
    Unicode CLDR is a standardized, collaboratively maintained repository of locale data that underpins internationalization and localization features in software and digital platforms worldwide.
  • C. Unicode ICU
    Unicode ICU (International Components for Unicode) is a widely used open-source library that provides robust, cross-platform support for Unicode text handling, internationalization, and localization in software applications.
  • D. HoTMetaL
    HoTMetaL was one of the earliest commercial HTML editors, developed by SoftQuad Software for creating and editing web pages in the early days of the World Wide Web.
  • E. MLT
    MLT is the three-letter ISO 3166-1 alpha-3 country code assigned to Malta.
  • 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_69abddd107ac81908eb1a6946834eee3 completed March 7, 2026, 8:12 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.