Triple

T8306494
Position Surface form Disambiguated ID Type / Status
Subject Ali Koç E194475 entity
Predicate employer P7 FINISHED
Object Koç Holding
Koç Holding is Turkey’s largest and one of its most influential conglomerates, with major operations spanning energy, automotive, consumer durables, finance, and other key sectors.
 E724773 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: Koç Holding | Statement: [Ali Koç, employer, Koç Holding]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Koç Holding
Context triple: [Ali Koç, employer, Koç Holding]
  • A. Tarsus Group
    Tarsus Group is an international business-to-business media and events company known for organizing major trade shows, exhibitions, and conferences worldwide.
  • B. Esas Holding
    Esas Holding is a Turkish investment company and family office known for its diversified portfolio across sectors such as aviation, real estate, and food, and for being one of Turkey’s prominent private investment groups.
  • C. Akfen Holding
    Akfen Holding is a Turkish investment company with major interests in infrastructure, transportation, and public–private partnership projects.
  • D. Turkish Petroleum Company
    The Turkish Petroleum Company was an early 20th-century oil consortium formed by European interests to explore and develop oil resources in the Ottoman Empire, particularly in Mesopotamia (modern Iraq).
  • E. Tofaş S.K.
    Tofaş S.K. is a professional basketball club based in Bursa, Turkey, competing in the Turkish Basketball Super League and European competitions.
  • 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: Koç Holding
Triple: [Ali Koç, employer, Koç Holding]
Generated description
Koç Holding is Turkey’s largest and one of its most influential conglomerates, with major operations spanning energy, automotive, consumer durables, finance, and other key sectors.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Koç Holding
Target entity description: Koç Holding is Turkey’s largest and one of its most influential conglomerates, with major operations spanning energy, automotive, consumer durables, finance, and other key sectors.
  • A. Tarsus Group
    Tarsus Group is an international business-to-business media and events company known for organizing major trade shows, exhibitions, and conferences worldwide.
  • B. Esas Holding
    Esas Holding is a Turkish investment company and family office known for its diversified portfolio across sectors such as aviation, real estate, and food, and for being one of Turkey’s prominent private investment groups.
  • C. Akfen Holding
    Akfen Holding is a Turkish investment company with major interests in infrastructure, transportation, and public–private partnership projects.
  • D. Turkish Petroleum Company
    The Turkish Petroleum Company was an early 20th-century oil consortium formed by European interests to explore and develop oil resources in the Ottoman Empire, particularly in Mesopotamia (modern Iraq).
  • E. Tofaş S.K.
    Tofaş S.K. is a professional basketball club based in Bursa, Turkey, competing in the Turkish Basketball Super League and European competitions.
  • 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_69ca82e613e88190bf8139669bbd0d53 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb7f293db08190912e5e8bb7e940cf completed March 31, 2026, 8 a.m.
NED1 Entity disambiguation (via context triple) batch_69cd955100448190862fd52d660585fd completed April 1, 2026, 9:59 p.m.
NEDg Description generation batch_69cda342c10881908ebafc7853815424 completed April 1, 2026, 10:59 p.m.
NED2 Entity disambiguation (via description) batch_69cdab736f208190a90bd4344b21a22c completed April 1, 2026, 11:34 p.m.
Created at: March 30, 2026, 5:54 p.m.