Triple
T3765891
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | TAV Airports |
E82675
|
entity |
| Predicate | foundedBy |
P104
|
FINISHED |
| Object |
Akfen Holding
Akfen Holding is a Turkish investment company with major interests in infrastructure, transportation, and public–private partnership projects.
|
E386832
|
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: Akfen Holding | Statement: [TAV Airports, foundedBy, Akfen Holding]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Akfen Holding Context triple: [TAV Airports, foundedBy, Akfen 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.
Olayan Group
Olayan Group is a Saudi-based multinational conglomerate with diversified investments across sectors such as finance, real estate, and consumer goods, with significant holdings in both the Middle East and international markets.
-
C.
Al Mana Group
Al Mana Group is a Qatar-based conglomerate involved in diverse sectors such as retail, real estate, automotive, and hospitality across the Middle East and beyond.
-
D.
Kingdom Holding Company
Kingdom Holding Company is a Saudi Arabian investment conglomerate chaired by Prince Alwaleed bin Talal, known for its global portfolio spanning real estate, banking, hospitality, and media.
-
E.
Signa Holding
Signa Holding is an Austrian-based real estate and retail investment group known for owning and managing major department store and commercial property portfolios across Europe.
- 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: Akfen Holding Triple: [TAV Airports, foundedBy, Akfen Holding]
Generated description
Akfen Holding is a Turkish investment company with major interests in infrastructure, transportation, and public–private partnership projects.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Akfen Holding Target entity description: Akfen Holding is a Turkish investment company with major interests in infrastructure, transportation, and public–private partnership projects.
-
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.
Olayan Group
Olayan Group is a Saudi-based multinational conglomerate with diversified investments across sectors such as finance, real estate, and consumer goods, with significant holdings in both the Middle East and international markets.
-
C.
Al Mana Group
Al Mana Group is a Qatar-based conglomerate involved in diverse sectors such as retail, real estate, automotive, and hospitality across the Middle East and beyond.
-
D.
Kingdom Holding Company
Kingdom Holding Company is a Saudi Arabian investment conglomerate chaired by Prince Alwaleed bin Talal, known for its global portfolio spanning real estate, banking, hospitality, and media.
-
E.
Signa Holding
Signa Holding is an Austrian-based real estate and retail investment group known for owning and managing major department store and commercial property portfolios across Europe.
- 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_69ad8b207b0081909d2b48843fbd8795 |
completed | March 8, 2026, 2:43 p.m. |
| NER | Named-entity recognition | batch_69adcbfeb52081909c38103beb5dbdcd |
completed | March 8, 2026, 7:20 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b4e5221ab08190a3599afbbd5dbc6e |
completed | March 14, 2026, 4:33 a.m. |
| NEDg | Description generation | batch_69b4e5f07c7081908e1aae715984aac4 |
completed | March 14, 2026, 4:37 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b4e6531b48819083c0d14c2ca4f7c1 |
completed | March 14, 2026, 4:38 a.m. |
Created at: March 8, 2026, 3:35 p.m.