Triple

T16423545
Position Surface form Disambiguated ID Type / Status
Subject GBU-32 JDAM E398881 entity
Predicate natoDesignation P6062 FINISHED
Object GBU-32
The GBU-32 is a U.S. Joint Direct Attack Munition (JDAM) 1,000-pound class precision-guided bomb that uses GPS/INS guidance to convert unguided bombs into all-weather, smart munitions.
 E1211858 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: GBU-32 | Statement: [GBU-32 JDAM, natoDesignation, GBU-32]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: GBU-32
Context triple: [GBU-32 JDAM, natoDesignation, GBU-32]
  • A. GBU-28
    The GBU-28 is a U.S. laser-guided, bunker-buster bomb designed to penetrate deeply buried and hardened targets.
  • B. GBU-54
    The GBU-54 is a U.S. precision-guided bomb that combines GPS/INS guidance with a laser seeker to accurately strike both stationary and moving targets.
  • C. GBU-51
    The GBU-51 is a precision-guided Joint Direct Attack Munition (JDAM) variant designed to deliver accurate air-to-surface strikes using GPS/INS guidance.
  • D. GBU-15
    The GBU-15 is a U.S. air-launched, precision-guided glide bomb that uses electro-optical or infrared guidance for standoff attacks on ground targets.
  • E. GBU-12 Paveway II
    The GBU-12 Paveway II is a U.S. laser-guided air-to-ground bomb that uses a 500-pound Mark 82 warhead fitted with guidance and control kits for precision strikes.
  • 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: GBU-32
Triple: [GBU-32 JDAM, natoDesignation, GBU-32]
Generated description
The GBU-32 is a U.S. Joint Direct Attack Munition (JDAM) 1,000-pound class precision-guided bomb that uses GPS/INS guidance to convert unguided bombs into all-weather, smart munitions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: GBU-32
Target entity description: The GBU-32 is a U.S. Joint Direct Attack Munition (JDAM) 1,000-pound class precision-guided bomb that uses GPS/INS guidance to convert unguided bombs into all-weather, smart munitions.
  • A. GBU-28
    The GBU-28 is a U.S. laser-guided, bunker-buster bomb designed to penetrate deeply buried and hardened targets.
  • B. GBU-54
    The GBU-54 is a U.S. precision-guided bomb that combines GPS/INS guidance with a laser seeker to accurately strike both stationary and moving targets.
  • C. GBU-51
    The GBU-51 is a precision-guided Joint Direct Attack Munition (JDAM) variant designed to deliver accurate air-to-surface strikes using GPS/INS guidance.
  • D. GBU-15
    The GBU-15 is a U.S. air-launched, precision-guided glide bomb that uses electro-optical or infrared guidance for standoff attacks on ground targets.
  • E. GBU-12 Paveway II
    The GBU-12 Paveway II is a U.S. laser-guided air-to-ground bomb that uses a 500-pound Mark 82 warhead fitted with guidance and control kits for precision strikes.
  • 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_69d87f2b9024819085c20e52de95d583 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e328f911b88190b19de52a1f700af8 completed April 18, 2026, 6:47 a.m.
NED1 Entity disambiguation (via context triple) batch_6a003c70aaa08190bf88210c0b491fc1 completed May 10, 2026, 8:06 a.m.
NEDg Description generation batch_6a003e3b113c819083e1abc512631e2b completed May 10, 2026, 8:13 a.m.
NED2 Entity disambiguation (via description) batch_6a003eb6aa748190b0c8866af405794a completed May 10, 2026, 8:15 a.m.
Created at: April 10, 2026, 5:09 a.m.