Triple

T10187420
Position Surface form Disambiguated ID Type / Status
Subject Operation Dignity E236946 entity
Predicate hasPart P35 FINISHED
Object Benghazi campaign
The Benghazi campaign was a major phase of the Second Libyan Civil War centered on prolonged fighting for control of the city of Benghazi between forces loyal to General Khalifa Haftar and various Islamist and militia groups.
E847195 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: Benghazi campaign | Statement: [Operation Dignity, hasPart, Benghazi campaign]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Benghazi campaign
Context triple: [Operation Dignity, hasPart, Benghazi campaign]
  • A. 2012 Benghazi attack
    The 2012 Benghazi attack was a coordinated militant assault on U.S. diplomatic and CIA facilities in Benghazi, Libya, that killed four Americans and sparked intense political controversy in the United States.
  • B. Benghazi
    Benghazi is a major port city in eastern Libya that has historically served as a key political, economic, and cultural center of the country.
  • C. Benghazi attack congressional hearings
    The Benghazi attack congressional hearings were a series of high-profile U.S. congressional investigations into the 2012 attack on American facilities in Benghazi, Libya, which scrutinized the actions and decisions of then–Secretary of State Hillary Clinton.
  • D. Pacification of Libya
    The Pacification of Libya was a brutal Italian colonial campaign in the early 20th century aimed at crushing Libyan resistance and consolidating Italian control through widespread repression and violence.
  • E. Operation Uphold Democracy
    Operation Uphold Democracy was a 1994 U.S.-led multinational military intervention in Haiti aimed at restoring the country’s democratically elected government.
  • 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: Benghazi campaign
Triple: [Operation Dignity, hasPart, Benghazi campaign]
Generated description
The Benghazi campaign was a major phase of the Second Libyan Civil War centered on prolonged fighting for control of the city of Benghazi between forces loyal to General Khalifa Haftar and various Islamist and militia groups.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Benghazi campaign
Target entity description: The Benghazi campaign was a major phase of the Second Libyan Civil War centered on prolonged fighting for control of the city of Benghazi between forces loyal to General Khalifa Haftar and various Islamist and militia groups.
  • A. 2012 Benghazi attack
    The 2012 Benghazi attack was a coordinated militant assault on U.S. diplomatic and CIA facilities in Benghazi, Libya, that killed four Americans and sparked intense political controversy in the United States.
  • B. Benghazi
    Benghazi is a major port city in eastern Libya that has historically served as a key political, economic, and cultural center of the country.
  • C. Benghazi attack congressional hearings
    The Benghazi attack congressional hearings were a series of high-profile U.S. congressional investigations into the 2012 attack on American facilities in Benghazi, Libya, which scrutinized the actions and decisions of then–Secretary of State Hillary Clinton.
  • D. Pacification of Libya
    The Pacification of Libya was a brutal Italian colonial campaign in the early 20th century aimed at crushing Libyan resistance and consolidating Italian control through widespread repression and violence.
  • E. Operation Uphold Democracy
    Operation Uphold Democracy was a 1994 U.S.-led multinational military intervention in Haiti aimed at restoring the country’s democratically elected government.
  • 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_69ca84d7260c8190bfbec36762943f37 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cded7a7aac8190af8dcb8374e62d68 completed April 2, 2026, 4:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69d317adddc88190a41d0eabe64f952b completed April 6, 2026, 2:17 a.m.
NEDg Description generation batch_69d31b9f32c08190af2e71641e9542b0 completed April 6, 2026, 2:34 a.m.
NED2 Entity disambiguation (via description) batch_69d31c421e1081908763cc97e0b1317c completed April 6, 2026, 2:36 a.m.
Created at: March 30, 2026, 9:12 p.m.