Triple

T17262889
Position Surface form Disambiguated ID Type / Status
Subject Destour E419049 entity
Predicate keyMember P44793 FINISHED
Object Hédi Lakhoua
Hédi Lakhoua was a prominent Tunisian politician and statesman who served as Prime Minister under the French Protectorate and played a significant role in the country’s early nationalist movement.
 E1292085 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: Hédi Lakhoua | Statement: [Destour, keyMember, Hédi Lakhoua]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hédi Lakhoua
Context triple: [Destour, keyMember, Hédi Lakhoua]
  • A. Hédi Baccouche
    Hédi Baccouche was a Tunisian politician who served as Prime Minister of Tunisia from 1987 to 1989.
  • B. Hédi Nouira
    Hédi Nouira was a prominent Tunisian politician who served as Prime Minister from 1970 to 1980 and played a key role in shaping the country’s post-independence economic policies.
  • C. Hédi Mabrouk
    Hédi Mabrouk was a prominent Tunisian diplomat and politician who notably served as Tunisia’s foreign minister and ambassador to France.
  • D. Hédi Chaker
    Hédi Chaker was a prominent Tunisian nationalist leader and independence activist who played a key role in the country’s anti-colonial movement.
  • E. Wassila Ben Ammar
    Wassila Ben Ammar was a prominent Tunisian political figure and the influential second wife of President Habib Bourguiba.
  • 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: Hédi Lakhoua
Triple: [Destour, keyMember, Hédi Lakhoua]
Generated description
Hédi Lakhoua was a prominent Tunisian politician and statesman who served as Prime Minister under the French Protectorate and played a significant role in the country’s early nationalist movement.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hédi Lakhoua
Target entity description: Hédi Lakhoua was a prominent Tunisian politician and statesman who served as Prime Minister under the French Protectorate and played a significant role in the country’s early nationalist movement.
  • A. Hédi Baccouche
    Hédi Baccouche was a Tunisian politician who served as Prime Minister of Tunisia from 1987 to 1989.
  • B. Hédi Nouira
    Hédi Nouira was a prominent Tunisian politician who served as Prime Minister from 1970 to 1980 and played a key role in shaping the country’s post-independence economic policies.
  • C. Hédi Mabrouk
    Hédi Mabrouk was a prominent Tunisian diplomat and politician who notably served as Tunisia’s foreign minister and ambassador to France.
  • D. Hédi Chaker
    Hédi Chaker was a prominent Tunisian nationalist leader and independence activist who played a key role in the country’s anti-colonial movement.
  • E. Wassila Ben Ammar
    Wassila Ben Ammar was a prominent Tunisian political figure and the influential second wife of President Habib Bourguiba.
  • 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_69d886d9ab108190b70edd8d17aa1204 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e42f4379848190add32ba8e5f93527 completed April 19, 2026, 1:26 a.m.
NED1 Entity disambiguation (via context triple) batch_6a030c48b4488190a197ccfd652695a9 completed May 12, 2026, 11:17 a.m.
NEDg Description generation batch_6a030d22013c8190801475da925e0ab9 completed May 12, 2026, 11:21 a.m.
NED2 Entity disambiguation (via description) batch_6a030dd233208190b7af976e68e4296c completed May 12, 2026, 11:24 a.m.
Created at: April 10, 2026, 5:40 a.m.