Triple

T5365663
Position Surface form Disambiguated ID Type / Status
Subject 7.62 mm L37A1 machine gun E103122 entity
Predicate originatesFromDesign P36679 FINISHED
Object FN Herstal MAG design
The FN Herstal MAG design is a widely adopted Belgian general-purpose machine gun platform renowned for its reliability, versatility, and use by numerous armed forces around the world.
E386645 NE FINISHED

How this triple was built (5 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: FN Herstal MAG design | Statement: [7.62 mm L37A1 machine gun, originatesFromDesign, FN Herstal MAG design]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: FN Herstal MAG design
Context triple: [7.62 mm L37A1 machine gun, originatesFromDesign, FN Herstal MAG design]
  • A. FN Herstal
    FN Herstal is a Belgian firearms manufacturer renowned for producing a wide range of military and law-enforcement weapons used worldwide.
  • B. MAG-39
    MAG-39 is a United States Marine Corps aviation unit that provides helicopter and tiltrotor support for Marine Air-Ground Task Force operations.
  • C. F88 Austeyr rifle
    The F88 Austeyr rifle is the standard-issue, Australian-licensed variant of the Steyr AUG bullpup assault rifle, widely used by the Australian Defence Force.
  • D. MG 08 machine gun
    The MG 08 machine gun was the German Army’s standard heavy machine gun in World War I, a water-cooled, belt-fed weapon derived from Hiram Maxim’s design and known for its reliability and sustained firepower.
  • E. MG4 light machine gun
    The MG4 light machine gun is a modern 5.56×45mm NATO belt-fed squad automatic weapon developed by German arms manufacturer Heckler & Koch for reliable, sustained infantry fire.
  • 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: FN Herstal MAG design
Triple: [7.62 mm L37A1 machine gun, originatesFromDesign, FN Herstal MAG design]
Generated description
The FN Herstal MAG design is a widely adopted Belgian general-purpose machine gun platform renowned for its reliability, versatility, and use by numerous armed forces around the world.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: FN Herstal MAG design
Target entity description: The FN Herstal MAG design is a widely adopted Belgian general-purpose machine gun platform renowned for its reliability, versatility, and use by numerous armed forces around the world.
  • A. FN Herstal chosen
    FN Herstal is a Belgian firearms manufacturer renowned for producing a wide range of military and law-enforcement weapons used worldwide.
  • B. MAG-39
    MAG-39 is a United States Marine Corps aviation unit that provides helicopter and tiltrotor support for Marine Air-Ground Task Force operations.
  • C. F88 Austeyr rifle
    The F88 Austeyr rifle is the standard-issue, Australian-licensed variant of the Steyr AUG bullpup assault rifle, widely used by the Australian Defence Force.
  • D. MG 08 machine gun
    The MG 08 machine gun was the German Army’s standard heavy machine gun in World War I, a water-cooled, belt-fed weapon derived from Hiram Maxim’s design and known for its reliability and sustained firepower.
  • E. MG4 light machine gun
    The MG4 light machine gun is a modern 5.56×45mm NATO belt-fed squad automatic weapon developed by German arms manufacturer Heckler & Koch for reliable, sustained infantry fire.
  • F. None of above.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: originatesFromDesign
Context triple: [7.62 mm L37A1 machine gun, originatesFromDesign, FN Herstal MAG design]
  • A. hasDesignOrigin chosen
    Indicates that one entity is the source, inspiration, or original model from which the design of another entity is derived.
  • B. hasDesign
    Indicates that one entity possesses, embodies, or is characterized by a particular design associated with another entity.
  • C. designedIn
    Indicates that something was created, planned, or conceived during a particular time period or at a specific location.
  • D. isDesignedAs
    Indicates that something has been intentionally created or configured to serve as or function in the role of something else.
  • E. designedWith
    Indicates that one entity was created, planned, or developed using another entity as a tool, method, or guiding basis in its design process.
  • F. None of above.

Provenance (6 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_69bd43daa3e4819090b59d127db70e57 completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd865eb23481908d32fae4efd86efa completed March 20, 2026, 5:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf21f5b4f48190b23b63c9dd9d90d9 completed March 21, 2026, 10:55 p.m.
NEDg Description generation batch_69bf227781bc819083b8aba59618cc46 completed March 21, 2026, 10:57 p.m.
NED2 Entity disambiguation (via description) batch_69bf231d41848190b67de46bdbb38ab3 completed March 21, 2026, 11 p.m.
PD Predicate disambiguation batch_69bd845f41f88190b75b8b64b9e41862 completed March 20, 2026, 5:31 p.m.
Created at: March 20, 2026, 2:02 p.m.