Triple

T13248016
Position Surface form Disambiguated ID Type / Status
Subject Takács E315454 entity
Predicate notableBearer P458 FINISHED
Object Zoltán Takács
Zoltán Takács is a Hungarian-born American toxinologist and herpetologist known for his research on venomous snakes and the development of antivenom and drug discovery technologies.
 E1050165 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: Zoltán Takács | Statement: [Takács, notableBearer, Zoltán Takács]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Zoltán Takács
Context triple: [Takács, notableBearer, Zoltán Takács]
  • A. László Takács
    László Takács is a Hungarian mathematician known for his contributions to probability theory and queueing theory.
  • B. Zoltán Nagy
    Zoltán Nagy is a Hungarian name shared by several notable individuals, including professionals in fields such as sports, music, and academia.
  • C. Karoly Takacs
    Károly Takács was a Hungarian sport shooter and two-time Olympic gold medalist renowned for overcoming the loss of his right hand by retraining himself to shoot left-handed.
  • D. József Takács
    József Takács is a Hungarian footballer known for his contributions to early 20th-century Hungarian club and national teams.
  • E. Péter Takács
    Péter Takács is a Hungarian politician who has served as a member of the National Assembly of Hungary.
  • 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: Zoltán Takács
Triple: [Takács, notableBearer, Zoltán Takács]
Generated description
Zoltán Takács is a Hungarian-born American toxinologist and herpetologist known for his research on venomous snakes and the development of antivenom and drug discovery technologies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Zoltán Takács
Target entity description: Zoltán Takács is a Hungarian-born American toxinologist and herpetologist known for his research on venomous snakes and the development of antivenom and drug discovery technologies.
  • A. László Takács
    László Takács is a Hungarian mathematician known for his contributions to probability theory and queueing theory.
  • B. Zoltán Nagy
    Zoltán Nagy is a Hungarian name shared by several notable individuals, including professionals in fields such as sports, music, and academia.
  • C. Karoly Takacs
    Károly Takács was a Hungarian sport shooter and two-time Olympic gold medalist renowned for overcoming the loss of his right hand by retraining himself to shoot left-handed.
  • D. József Takács
    József Takács is a Hungarian footballer known for his contributions to early 20th-century Hungarian club and national teams.
  • E. Péter Takács
    Péter Takács is a Hungarian politician who has served as a member of the National Assembly of Hungary.
  • 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_69d806b1072881909e46bd212259c5f0 completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d98d9e7ea881908abc4b3a54896692 completed April 10, 2026, 11:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69f77f7846008190aa27fafe19056807 completed May 3, 2026, 5:01 p.m.
NEDg Description generation batch_69f78097e1c08190b6e201d528d12af9 completed May 3, 2026, 5:06 p.m.
NED2 Entity disambiguation (via description) batch_69f7812aa15081909793181722f9d442 completed May 3, 2026, 5:08 p.m.
Created at: April 9, 2026, 9:24 p.m.