Triple

T323072
Position Surface form Disambiguated ID Type / Status
Subject 2011 Libyan Civil War E6456 entity
Predicate notableEvent P259 FINISHED
Object Battle of Benghazi
The Battle of Benghazi was a key early confrontation in the 2011 Libyan uprising in which rebel forces clashed with Muammar Gaddafi’s troops for control of the country’s second-largest city, prompting international intervention.
E43249 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: Battle of Benghazi | Statement: [2011 Libyan Civil War, notableEvent, Battle of Benghazi]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Battle of Benghazi
Context triple: [2011 Libyan Civil War, notableEvent, Battle of Benghazi]
  • A. Battle of Alam el Halfa
    The Battle of Alam el Halfa was a key World War II engagement in late August–early September 1942 near El Alamein in Egypt, where British-led forces successfully halted Erwin Rommel’s final major offensive into Egypt.
  • B. Battle of Bir Hakeim
    The Battle of Bir Hakeim was a pivotal 1942 North African engagement in which Free French forces held off Axis troops in the Libyan desert, significantly delaying the advance toward Egypt.
  • C. Battle of Otumba
    The Battle of Otumba was a pivotal 1520 engagement in central Mexico where Hernán Cortés’s outnumbered Spanish and allied Indigenous forces defeated a large Aztec army, helping to secure the eventual fall of the Aztec Empire.
  • D. Battle of Malta
    The Battle of Malta was a crucial World War II air and naval campaign in which Axis forces relentlessly besieged the strategically vital island of Malta, leading to a hard-fought Allied defense that proved pivotal in controlling Mediterranean supply routes.
  • E. Battle of the Trench
    The Battle of the Trench was a pivotal 627 CE conflict near Medina in which early Muslims, under Muhammad’s leadership, successfully defended the city against a large Meccan coalition by using an innovative trench fortification.
  • 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: Battle of Benghazi
Triple: [2011 Libyan Civil War, notableEvent, Battle of Benghazi]
Generated description
The Battle of Benghazi was a key early confrontation in the 2011 Libyan uprising in which rebel forces clashed with Muammar Gaddafi’s troops for control of the country’s second-largest city, prompting international intervention.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Battle of Benghazi
Target entity description: The Battle of Benghazi was a key early confrontation in the 2011 Libyan uprising in which rebel forces clashed with Muammar Gaddafi’s troops for control of the country’s second-largest city, prompting international intervention.
  • A. Battle of Alam el Halfa
    The Battle of Alam el Halfa was a key World War II engagement in late August–early September 1942 near El Alamein in Egypt, where British-led forces successfully halted Erwin Rommel’s final major offensive into Egypt.
  • B. Battle of Bir Hakeim
    The Battle of Bir Hakeim was a pivotal 1942 North African engagement in which Free French forces held off Axis troops in the Libyan desert, significantly delaying the advance toward Egypt.
  • C. Battle of Otumba
    The Battle of Otumba was a pivotal 1520 engagement in central Mexico where Hernán Cortés’s outnumbered Spanish and allied Indigenous forces defeated a large Aztec army, helping to secure the eventual fall of the Aztec Empire.
  • D. Battle of Malta
    The Battle of Malta was a crucial World War II air and naval campaign in which Axis forces relentlessly besieged the strategically vital island of Malta, leading to a hard-fought Allied defense that proved pivotal in controlling Mediterranean supply routes.
  • E. Battle of the Trench
    The Battle of the Trench was a pivotal 627 CE conflict near Medina in which early Muslims, under Muhammad’s leadership, successfully defended the city against a large Meccan coalition by using an innovative trench fortification.
  • 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_69a2e7933d6c8190bb2592ad13286ef2 completed Feb. 28, 2026, 1:03 p.m.
NER Named-entity recognition batch_69a2ea82ba748190bae651f5de908617 completed Feb. 28, 2026, 1:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69a3d4e03a608190820e3bef93158a15 completed March 1, 2026, 5:55 a.m.
NEDg Description generation batch_69a3d5629d508190ad4be1959a52adfc completed March 1, 2026, 5:57 a.m.
NED2 Entity disambiguation (via description) batch_69a3d5f14ef08190ac47267967ca7047 completed March 1, 2026, 6 a.m.
Created at: Feb. 28, 2026, 1:08 p.m.