Triple

T9999191
Position Surface form Disambiguated ID Type / Status
Subject 2012 Benghazi attack E197279 entity
Predicate notableVictim P870 FINISHED
Object Glen Doherty
Glen Doherty was a former U.S. Navy SEAL and CIA security contractor who was killed while defending American personnel during the 2012 Benghazi attack in Libya.
 E833903 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: Glen Doherty | Statement: [2012 Benghazi attack, notableVictim, Glen Doherty]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Glen Doherty
Context triple: [2012 Benghazi attack, notableVictim, Glen Doherty]
  • A. Ian Brennan
    Ian Brennan is an American television writer, director, and producer best known for co-creating the musical comedy-drama series "Glee."
  • B. Martin Duggan
    Martin Duggan was a prominent 19th-century St. Louis journalist and editor known for his influential role in the city's early press.
  • C. Lyndon Sheehan
    Lyndon Sheehan is a New Zealand film producer known for his work on several notable local and international productions.
  • D. Arthur Ryan
    Arthur Ryan was an Irish businessman best known for building Primark (known as Penneys in Ireland) into a major low-cost fashion retail chain.
  • E. John Doherty
    John Doherty is known as the husband of American actress Michael Learned, famed for her role as Olivia Walton on the television series "The Waltons."
  • 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: Glen Doherty
Triple: [2012 Benghazi attack, notableVictim, Glen Doherty]
Generated description
Glen Doherty was a former U.S. Navy SEAL and CIA security contractor who was killed while defending American personnel during the 2012 Benghazi attack in Libya.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Glen Doherty
Target entity description: Glen Doherty was a former U.S. Navy SEAL and CIA security contractor who was killed while defending American personnel during the 2012 Benghazi attack in Libya.
  • A. Ian Brennan
    Ian Brennan is an American television writer, director, and producer best known for co-creating the musical comedy-drama series "Glee."
  • B. Martin Duggan
    Martin Duggan was a prominent 19th-century St. Louis journalist and editor known for his influential role in the city's early press.
  • C. Lyndon Sheehan
    Lyndon Sheehan is a New Zealand film producer known for his work on several notable local and international productions.
  • D. Arthur Ryan
    Arthur Ryan was an Irish businessman best known for building Primark (known as Penneys in Ireland) into a major low-cost fashion retail chain.
  • E. John Doherty
    John Doherty is known as the husband of American actress Michael Learned, famed for her role as Olivia Walton on the television series "The Waltons."
  • 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_69ca82f3b61c81908ecc2c1c96dbc2e4 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cdcc8c78448190a5332f4ff8a7b3dd completed April 2, 2026, 1:55 a.m.
NED1 Entity disambiguation (via context triple) batch_69d2584bd6cc8190841353847dd2f00c completed April 5, 2026, 12:40 p.m.
NEDg Description generation batch_69d259016fb08190aadf9d4cee0b42d7 completed April 5, 2026, 12:43 p.m.
NED2 Entity disambiguation (via description) batch_69d259a2e48481908bd8e4829f676618 completed April 5, 2026, 12:46 p.m.
Created at: March 30, 2026, 8:51 p.m.