Triple

T4601103
Position Surface form Disambiguated ID Type / Status
Subject Office of the Director of Net Assessment E100319 entity
Predicate notableDirector P4744 FINISHED
Object Andrew W. Marshall
Andrew W. Marshall was a long-serving and influential U.S. defense strategist renowned for shaping Pentagon long-term military planning and competitive strategy during the late 20th and early 21st centuries.
E462254 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: Andrew W. Marshall | Statement: [Office of the Director of Net Assessment, notableDirector, Andrew W. Marshall]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Andrew W. Marshall
Context triple: [Office of the Director of Net Assessment, notableDirector, Andrew W. Marshall]
  • A. Neil H. McElroy
    Neil H. McElroy was a U.S. businessman and politician who served as Secretary of Defense under President Dwight D. Eisenhower, playing a key role in shaping early Cold War defense policy.
  • B. William H. Perry
    William H. Perry was a notable figure interred at Los Angeles’s historic Angelus-Rosedale Cemetery, recognized for his local prominence and contributions to the city’s early development.
  • C. Richard P. Bland
    Richard P. Bland was a 19th-century American Democratic congressman from Missouri known for his strong advocacy of silver coinage and monetary reform.
  • D. Richard O. Covey
    Richard O. Covey is a retired U.S. Air Force officer and NASA astronaut who flew on multiple Space Shuttle missions and helped lead the first Hubble Space Telescope servicing mission.
  • E. Edward A. Pace
    Edward A. Pace was an American Catholic priest, philosopher, and educator known for his pioneering work in psychology and his significant contributions to Catholic scholarship and higher education.
  • 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: Andrew W. Marshall
Triple: [Office of the Director of Net Assessment, notableDirector, Andrew W. Marshall]
Generated description
Andrew W. Marshall was a long-serving and influential U.S. defense strategist renowned for shaping Pentagon long-term military planning and competitive strategy during the late 20th and early 21st centuries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Andrew W. Marshall
Target entity description: Andrew W. Marshall was a long-serving and influential U.S. defense strategist renowned for shaping Pentagon long-term military planning and competitive strategy during the late 20th and early 21st centuries.
  • A. Neil H. McElroy
    Neil H. McElroy was a U.S. businessman and politician who served as Secretary of Defense under President Dwight D. Eisenhower, playing a key role in shaping early Cold War defense policy.
  • B. William H. Perry
    William H. Perry was a notable figure interred at Los Angeles’s historic Angelus-Rosedale Cemetery, recognized for his local prominence and contributions to the city’s early development.
  • C. Richard P. Bland
    Richard P. Bland was a 19th-century American Democratic congressman from Missouri known for his strong advocacy of silver coinage and monetary reform.
  • D. Richard O. Covey
    Richard O. Covey is a retired U.S. Air Force officer and NASA astronaut who flew on multiple Space Shuttle missions and helped lead the first Hubble Space Telescope servicing mission.
  • E. Edward A. Pace
    Edward A. Pace was an American Catholic priest, philosopher, and educator known for his pioneering work in psychology and his significant contributions to Catholic scholarship and higher education.
  • 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_69bd43cbc014819098b45f435908f88a completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd597346a08190b47eda3b73076f8b completed March 20, 2026, 2:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69be0349e89c8190a94e72bdc1e4e59f completed March 21, 2026, 2:32 a.m.
NEDg Description generation batch_69be05269de48190849a76b5fbd24b4a completed March 21, 2026, 2:40 a.m.
NED2 Entity disambiguation (via description) batch_69be05d277248190bf675151eca07247 completed March 21, 2026, 2:43 a.m.
Created at: March 20, 2026, 1:11 p.m.