Triple

T8370654
Position Surface form Disambiguated ID Type / Status
Subject Abdul Hafiz Ghoga E197443 entity
Predicate familyName P18 FINISHED
Object Ghoga
Ghoga is the surname of Abdul Hafiz Ghoga, a Libyan lawyer and political figure who served as a prominent spokesman and vice chairman of the National Transitional Council during the 2011 Libyan civil war.
 E727108 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: Ghoga | Statement: [Abdul Hafiz Ghoga, familyName, Ghoga]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ghoga
Context triple: [Abdul Hafiz Ghoga, familyName, Ghoga]
  • A. Ghogha
    Ghogha is a coastal town in Gujarat, India, known as a historic port settlement near Bhavnagar on the Gulf of Khambhat.
  • B. Ghunsa
    Ghunsa is a remote Himalayan village in eastern Nepal that serves as a key gateway and base for treks and expeditions around the Kangchenjunga region.
  • C. Gharaunda
    Gharaunda is a town in the Indian state of Haryana known for its agricultural market and proximity to the historic city of Karnal.
  • D. Gajoldoba
    Gajoldoba is a scenic riverside area in West Bengal, India, known for its Teesta Barrage, birdwatching opportunities, and views of the surrounding forests and hills.
  • E. Dhuragoon
    Dhuragoon is a rural locality in the Riverina region of New South Wales, Australia, situated within the jurisdiction of the Murray River Council.
  • 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: Ghoga
Triple: [Abdul Hafiz Ghoga, familyName, Ghoga]
Generated description
Ghoga is the surname of Abdul Hafiz Ghoga, a Libyan lawyer and political figure who served as a prominent spokesman and vice chairman of the National Transitional Council during the 2011 Libyan civil war.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ghoga
Target entity description: Ghoga is the surname of Abdul Hafiz Ghoga, a Libyan lawyer and political figure who served as a prominent spokesman and vice chairman of the National Transitional Council during the 2011 Libyan civil war.
  • A. Ghogha
    Ghogha is a coastal town in Gujarat, India, known as a historic port settlement near Bhavnagar on the Gulf of Khambhat.
  • B. Ghunsa
    Ghunsa is a remote Himalayan village in eastern Nepal that serves as a key gateway and base for treks and expeditions around the Kangchenjunga region.
  • C. Gharaunda
    Gharaunda is a town in the Indian state of Haryana known for its agricultural market and proximity to the historic city of Karnal.
  • D. Gajoldoba
    Gajoldoba is a scenic riverside area in West Bengal, India, known for its Teesta Barrage, birdwatching opportunities, and views of the surrounding forests and hills.
  • E. Dhuragoon
    Dhuragoon is a rural locality in the Riverina region of New South Wales, Australia, situated within the jurisdiction of the Murray River Council.
  • 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_69ca82f56730819080cec5d991c76f4c completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb80a509dc81909e0ea4c66b21d84f completed March 31, 2026, 8:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69cdc79752b48190933ea644a59f2305 completed April 2, 2026, 1:34 a.m.
NEDg Description generation batch_69cdcc88ee7881909c81d55a5354cbae completed April 2, 2026, 1:55 a.m.
NED2 Entity disambiguation (via description) batch_69cdcd366df88190aefa4fe9d5d470e6 completed April 2, 2026, 1:58 a.m.
Created at: March 30, 2026, 6:01 p.m.