Triple

T368264
Position Surface form Disambiguated ID Type / Status
Subject Second Libyan Civil War E8210 entity
Predicate significantEvent P259 FINISHED
Object Battle of Tripoli (2019–2020)
The Battle of Tripoli (2019–2020) was a major military offensive in Libya in which forces loyal to General Khalifa Haftar attempted, but ultimately failed, to seize the capital Tripoli from the UN-recognized Government of National Accord.
E47031 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 Tripoli (2019–2020) | Statement: [Second Libyan Civil War, significantEvent, Battle of Tripoli (2019–2020)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Battle of Tripoli (2019–2020)
Context triple: [Second Libyan Civil War, significantEvent, Battle of Tripoli (2019–2020)]
  • A. Battle of Misrata
    The Battle of Misrata was a major and prolonged urban confrontation during the 2011 Libyan Civil War, in which rebel forces defended the strategic coastal city of Misrata against sustained attacks by Muammar Gaddafi’s troops.
  • B. Battle of Sirte (2011)
    The Battle of Sirte (2011) was a major and decisive confrontation in the Libyan Civil War in which anti-Gaddafi forces captured Muammar Gaddafi’s hometown, leading directly to his capture and death and marking the effective end of his regime.
  • C. Battle of Tripoli
    The Battle of Tripoli was the decisive 2011 offensive in Libya’s capital in which anti-Gaddafi rebel forces, backed by NATO, seized control of the city and effectively toppled Muammar Gaddafi’s regime.
  • D. 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.
  • E. Second Libyan Civil War
    The Second Libyan Civil War was a multi-sided conflict that erupted after the fall of Muammar Gaddafi, pitting rival governments, militias, and foreign-backed factions against each other and plunging Libya into prolonged instability and violence.
  • 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 Tripoli (2019–2020)
Triple: [Second Libyan Civil War, significantEvent, Battle of Tripoli (2019–2020)]
Generated description
The Battle of Tripoli (2019–2020) was a major military offensive in Libya in which forces loyal to General Khalifa Haftar attempted, but ultimately failed, to seize the capital Tripoli from the UN-recognized Government of National Accord.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Battle of Tripoli (2019–2020)
Target entity description: The Battle of Tripoli (2019–2020) was a major military offensive in Libya in which forces loyal to General Khalifa Haftar attempted, but ultimately failed, to seize the capital Tripoli from the UN-recognized Government of National Accord.
  • A. Battle of Misrata
    The Battle of Misrata was a major and prolonged urban confrontation during the 2011 Libyan Civil War, in which rebel forces defended the strategic coastal city of Misrata against sustained attacks by Muammar Gaddafi’s troops.
  • B. Battle of Sirte (2011)
    The Battle of Sirte (2011) was a major and decisive confrontation in the Libyan Civil War in which anti-Gaddafi forces captured Muammar Gaddafi’s hometown, leading directly to his capture and death and marking the effective end of his regime.
  • C. Battle of Tripoli
    The Battle of Tripoli was the decisive 2011 offensive in Libya’s capital in which anti-Gaddafi rebel forces, backed by NATO, seized control of the city and effectively toppled Muammar Gaddafi’s regime.
  • D. 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.
  • E. Second Libyan Civil War
    The Second Libyan Civil War was a multi-sided conflict that erupted after the fall of Muammar Gaddafi, pitting rival governments, militias, and foreign-backed factions against each other and plunging Libya into prolonged instability and violence.
  • 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_69a2e7f2ec648190b42bc7db424f8109 completed Feb. 28, 2026, 1:04 p.m.
NER Named-entity recognition batch_69a2ebeab13c8190b15c2f10310ec6a8 completed Feb. 28, 2026, 1:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69a3f0a5e5dc81909363a31e9b713368 completed March 1, 2026, 7:54 a.m.
NEDg Description generation batch_69a3f128b6008190afacdb055a84a9c4 completed March 1, 2026, 7:56 a.m.
NED2 Entity disambiguation (via description) batch_69a3f181e55c8190a3995775ff6ceeb9 completed March 1, 2026, 7:57 a.m.
Created at: Feb. 28, 2026, 1:08 p.m.