Triple

T15944330
Position Surface form Disambiguated ID Type / Status
Subject FN Herstal E386645 entity
Predicate notableProduct P1448 FINISHED
Object FN MAG general-purpose machine gun
The FN MAG is a widely used Belgian 7.62×51mm NATO general-purpose machine gun renowned for its reliability and adoption by numerous armed forces around the world.
 E1185186 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: FN MAG general-purpose machine gun | Statement: [FN Herstal, notableProduct, FN MAG general-purpose machine gun]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: FN MAG general-purpose machine gun
Context triple: [FN Herstal, notableProduct, FN MAG general-purpose machine gun]
  • A. MG3 machine gun
    The MG3 machine gun is a German 7.62×51mm NATO general-purpose machine gun derived from the World War II-era MG 42 and widely used by NATO and other armed forces for decades.
  • B. MG5 general-purpose machine gun
    The MG5 general-purpose machine gun is a modern 7.62×51mm NATO belt-fed weapon used by the German military as a standard infantry and vehicle-mounted support gun.
  • C. 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.
  • D. PKM machine gun
    The PKM machine gun is a Soviet-era, belt-fed 7.62×54mmR general-purpose machine gun widely used around the world for its reliability, durability, and effectiveness in both infantry and vehicle-mounted roles.
  • E. HK21 machine gun
    The HK21 machine gun is a German-designed, belt-fed general-purpose machine gun developed by Heckler & Koch and based on the G3 rifle’s roller-delayed blowback system.
  • 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 MAG general-purpose machine gun
Triple: [FN Herstal, notableProduct, FN MAG general-purpose machine gun]
Generated description
The FN MAG is a widely used Belgian 7.62×51mm NATO general-purpose machine gun renowned for its reliability and adoption by numerous armed forces around the world.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: FN MAG general-purpose machine gun
Target entity description: The FN MAG is a widely used Belgian 7.62×51mm NATO general-purpose machine gun renowned for its reliability and adoption by numerous armed forces around the world.
  • A. MG3 machine gun
    The MG3 machine gun is a German 7.62×51mm NATO general-purpose machine gun derived from the World War II-era MG 42 and widely used by NATO and other armed forces for decades.
  • B. MG5 general-purpose machine gun
    The MG5 general-purpose machine gun is a modern 7.62×51mm NATO belt-fed weapon used by the German military as a standard infantry and vehicle-mounted support gun.
  • C. 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.
  • D. PKM machine gun
    The PKM machine gun is a Soviet-era, belt-fed 7.62×54mmR general-purpose machine gun widely used around the world for its reliability, durability, and effectiveness in both infantry and vehicle-mounted roles.
  • E. HK21 machine gun
    The HK21 machine gun is a German-designed, belt-fed general-purpose machine gun developed by Heckler & Koch and based on the G3 rifle’s roller-delayed blowback system.
  • 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_69d86da750008190987eb26be3f6c118 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e156d016588190ae368197dfa7d43a completed April 16, 2026, 9:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffb5beabbc8190977f14c1b3ccdf29 completed May 9, 2026, 10:31 p.m.
NEDg Description generation batch_69ffb677927c8190bd45e7bae5fcf1ed completed May 9, 2026, 10:34 p.m.
NED2 Entity disambiguation (via description) batch_69ffb7468fb88190a56cf1df5bd20f63 completed May 9, 2026, 10:37 p.m.
Created at: April 10, 2026, 4:53 a.m.