Triple

T3654095
Position Surface form Disambiguated ID Type / Status
Subject Lockheed Martin Aeronautics E77488 entity
Predicate hasMajorProgram P50719 FINISHED
Object F-16 program
The F-16 program is a major fighter aircraft development and production initiative centered on the F-16 Fighting Falcon, a widely used multirole combat jet operated by numerous air forces worldwide.
E382194 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: F-16 program | Statement: [Lockheed Martin Aeronautics, hasMajorProgram, F-16 program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: F-16 program
Context triple: [Lockheed Martin Aeronautics, hasMajorProgram, F-16 program]
  • A. F-16V Viper upgrade
    The F-16V Viper upgrade is a modernized configuration of the F-16 featuring advanced avionics, an AESA radar, improved mission systems, and enhanced combat capabilities to extend the fighter’s operational life.
  • B. Joint Strike Fighter program
    The Joint Strike Fighter program is a multinational defense initiative led by the United States to develop and produce the F-35 Lightning II family of advanced stealth multirole combat aircraft.
  • C. KC-X program
    The KC-X program was a U.S. Air Force acquisition initiative to develop and procure a next-generation aerial refueling tanker to replace aging KC-135 aircraft.
  • D. Advanced Tactical Fighter program
    The Advanced Tactical Fighter program was a U.S. Air Force initiative launched during the Cold War to develop a next-generation stealth air superiority fighter, ultimately resulting in the Lockheed Martin F-22 Raptor.
  • E. United States Air Force FX program
    The United States Air Force FX program was a Cold War-era fighter development initiative that led to the creation of the F-15 Eagle, a high-performance air superiority fighter designed to counter advanced Soviet aircraft.
  • 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: F-16 program
Triple: [Lockheed Martin Aeronautics, hasMajorProgram, F-16 program]
Generated description
The F-16 program is a major fighter aircraft development and production initiative centered on the F-16 Fighting Falcon, a widely used multirole combat jet operated by numerous air forces worldwide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: F-16 program
Target entity description: The F-16 program is a major fighter aircraft development and production initiative centered on the F-16 Fighting Falcon, a widely used multirole combat jet operated by numerous air forces worldwide.
  • A. F-16V Viper upgrade
    The F-16V Viper upgrade is a modernized configuration of the F-16 featuring advanced avionics, an AESA radar, improved mission systems, and enhanced combat capabilities to extend the fighter’s operational life.
  • B. Joint Strike Fighter program
    The Joint Strike Fighter program is a multinational defense initiative led by the United States to develop and produce the F-35 Lightning II family of advanced stealth multirole combat aircraft.
  • C. KC-X program
    The KC-X program was a U.S. Air Force acquisition initiative to develop and procure a next-generation aerial refueling tanker to replace aging KC-135 aircraft.
  • D. Advanced Tactical Fighter program
    The Advanced Tactical Fighter program was a U.S. Air Force initiative launched during the Cold War to develop a next-generation stealth air superiority fighter, ultimately resulting in the Lockheed Martin F-22 Raptor.
  • E. United States Air Force FX program
    The United States Air Force FX program was a Cold War-era fighter development initiative that led to the creation of the F-15 Eagle, a high-performance air superiority fighter designed to counter advanced Soviet aircraft.
  • 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_69ad85def5cc8190863dccf55a18bebb completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adc3b9164c81908938a4338430d193 completed March 8, 2026, 6:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4cde0425081909ca15dba0bcc3fc4 completed March 14, 2026, 2:54 a.m.
NEDg Description generation batch_69b4ce71b9e4819089d4b74cad82fa23 completed March 14, 2026, 2:56 a.m.
NED2 Entity disambiguation (via description) batch_69b4d21472648190a1ef55af8c046182 completed March 14, 2026, 3:12 a.m.
Created at: March 8, 2026, 3:24 p.m.