Triple

T12433169
Position Surface form Disambiguated ID Type / Status
Subject Situationist International E297081 entity
Predicate hasMember P10 FINISHED
Object Mustapha Khayati
Mustapha Khayati is a Tunisian Marxist theorist and writer best known for his influential role in the Situationist International and his pamphlet "On the Poverty of Student Life."
E981009 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: Mustapha Khayati | Statement: [Situationist International, hasMember, Mustapha Khayati]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mustapha Khayati
Context triple: [Situationist International, hasMember, Mustapha Khayati]
  • A. Ahmed Boumendjel
    Ahmed Boumendjel was an Algerian nationalist leader, lawyer, and politician who played a key role in the political negotiations that led to Algeria’s independence from France.
  • B. Hamadi Jebali
    Hamadi Jebali is a Tunisian politician and former prime minister who played a key role in the country’s post-Arab Spring transitional government.
  • C. Ahmed Hachani
    Ahmed Hachani is a Tunisian politician who has served as head of government under President Kais Saied.
  • D. Mohamen Mehdi Ouazanni
    Mohamen Mehdi Ouazanni is a Moroccan actor known for his roles in international film and television productions, including biblical and historical dramas.
  • E. Abdelkader El Djezairi
    Abdelkader El Djezairi was a 19th-century Algerian religious and military leader who led the resistance against French colonial invasion and later became renowned for his statesmanship and humanitarianism.
  • 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: Mustapha Khayati
Triple: [Situationist International, hasMember, Mustapha Khayati]
Generated description
Mustapha Khayati is a Tunisian Marxist theorist and writer best known for his influential role in the Situationist International and his pamphlet "On the Poverty of Student Life."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mustapha Khayati
Target entity description: Mustapha Khayati is a Tunisian Marxist theorist and writer best known for his influential role in the Situationist International and his pamphlet "On the Poverty of Student Life."
  • A. Ahmed Boumendjel
    Ahmed Boumendjel was an Algerian nationalist leader, lawyer, and politician who played a key role in the political negotiations that led to Algeria’s independence from France.
  • B. Hamadi Jebali
    Hamadi Jebali is a Tunisian politician and former prime minister who played a key role in the country’s post-Arab Spring transitional government.
  • C. Ahmed Hachani
    Ahmed Hachani is a Tunisian politician who has served as head of government under President Kais Saied.
  • D. Mohamen Mehdi Ouazanni
    Mohamen Mehdi Ouazanni is a Moroccan actor known for his roles in international film and television productions, including biblical and historical dramas.
  • E. Abdelkader El Djezairi
    Abdelkader El Djezairi was a 19th-century Algerian religious and military leader who led the resistance against French colonial invasion and later became renowned for his statesmanship and humanitarianism.
  • 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_69d6ada0640c81908c061d7fb3d47786 completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d94d804c2c819082f2f86edcbb50de completed April 10, 2026, 7:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6349d29c481909a37fd386cc06575 completed May 2, 2026, 5:30 p.m.
NEDg Description generation batch_69f635c3782c8190ad9a1f7e3aa9748a completed May 2, 2026, 5:34 p.m.
NED2 Entity disambiguation (via description) batch_69f636d727a08190882eec3fd664b64d completed May 2, 2026, 5:39 p.m.
Created at: April 8, 2026, 9:55 p.m.