Triple

T1841990
Position Surface form Disambiguated ID Type / Status
Subject FAMAS assault rifle E41196 entity
Predicate manufacturer P490 FINISHED
Object GIAT Industries
GIAT Industries is a French state-owned defense company known for designing and producing military equipment, including small arms, armored vehicles, and artillery systems.
E207027 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: GIAT Industries | Statement: [FAMAS assault rifle, manufacturer, GIAT Industries]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: GIAT Industries
Context triple: [FAMAS assault rifle, manufacturer, GIAT Industries]
  • A. Guilford Transportation Industries
    Guilford Transportation Industries was a major New England-based railroad holding company that acquired and operated several regional railroads, later rebranding as Pan Am Railways.
  • B. Goodrich Corporation
    Goodrich Corporation was a major American aerospace and defense company known for manufacturing aircraft systems and components before its acquisition by United Technologies Corporation.
  • C. Yoshimoto Kogyo
    Yoshimoto Kogyo is a major Japanese entertainment conglomerate best known for managing comedians and producing comedy shows, theater, television, and other media.
  • D. ITG Brands
    ITG Brands is a major U.S. tobacco company known for manufacturing and marketing a portfolio of cigarette and cigar brands that compete with other leading tobacco firms.
  • E. MWAK Company
    MWAK Company was a major construction consortium responsible for building the Grand Coulee Dam, one of the largest concrete structures and hydroelectric power projects in the United States.
  • 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: GIAT Industries
Triple: [FAMAS assault rifle, manufacturer, GIAT Industries]
Generated description
GIAT Industries is a French state-owned defense company known for designing and producing military equipment, including small arms, armored vehicles, and artillery systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: GIAT Industries
Target entity description: GIAT Industries is a French state-owned defense company known for designing and producing military equipment, including small arms, armored vehicles, and artillery systems.
  • A. Guilford Transportation Industries
    Guilford Transportation Industries was a major New England-based railroad holding company that acquired and operated several regional railroads, later rebranding as Pan Am Railways.
  • B. Goodrich Corporation
    Goodrich Corporation was a major American aerospace and defense company known for manufacturing aircraft systems and components before its acquisition by United Technologies Corporation.
  • C. Yoshimoto Kogyo
    Yoshimoto Kogyo is a major Japanese entertainment conglomerate best known for managing comedians and producing comedy shows, theater, television, and other media.
  • D. ITG Brands
    ITG Brands is a major U.S. tobacco company known for manufacturing and marketing a portfolio of cigarette and cigar brands that compete with other leading tobacco firms.
  • E. MWAK Company
    MWAK Company was a major construction consortium responsible for building the Grand Coulee Dam, one of the largest concrete structures and hydroelectric power projects in the United States.
  • 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_69a88648cd44819093303206d96d76ad completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb03e7a7481909c5b902034390ef1 completed March 7, 2026, 4:57 a.m.
NED1 Entity disambiguation (via context triple) batch_69adc9be1ef481909cd6f6975bf2165d completed March 8, 2026, 7:10 p.m.
NEDg Description generation batch_69adcaf078a0819082c4bb48a3820ada completed March 8, 2026, 7:16 p.m.
NED2 Entity disambiguation (via description) batch_69adce8a68848190ab56f5df7311dbca completed March 8, 2026, 7:31 p.m.
Created at: March 4, 2026, 7:33 p.m.