Triple
T2301349
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | PEP 622 |
E51738
|
entity |
| Predicate | author |
P4
|
FINISHED |
| Object |
Ivan Levkivskyi
Ivan Levkivskyi is a Python core developer and type system expert known for his contributions to the language’s typing features and pattern matching design.
|
E255289
|
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: Ivan Levkivskyi | Statement: [PEP 622, author, Ivan Levkivskyi]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ivan Levkivskyi Context triple: [PEP 622, author, Ivan Levkivskyi]
-
A.
Vladyslav Kryklii
Vladyslav Kryklii is a Ukrainian politician who served as the country’s Minister of Infrastructure in the late 2010s.
-
B.
Andriy Zahorodniuk
Andriy Zahorodniuk is a Ukrainian politician and defense expert who served as Ukraine’s Minister of Defence in the late 2010s.
-
C.
Oleksiy Honcharuk
Oleksiy Honcharuk is a Ukrainian politician and lawyer who served as Prime Minister of Ukraine from 2019 to 2020 under President Volodymyr Zelenskyy.
-
D.
Oleksandr Pikalov
Oleksandr Pikalov is a Ukrainian actor, comedian, and producer best known as one of the co-founders and key members of the comedy production company Kvartal 95 Studio.
-
E.
Oleksiy Orzhel
Oleksiy Orzhel is a Ukrainian politician and energy expert who served as Minister of Energy and Environmental Protection in the government of Oleksiy Honcharuk.
- 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: Ivan Levkivskyi Triple: [PEP 622, author, Ivan Levkivskyi]
Generated description
Ivan Levkivskyi is a Python core developer and type system expert known for his contributions to the language’s typing features and pattern matching design.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ivan Levkivskyi Target entity description: Ivan Levkivskyi is a Python core developer and type system expert known for his contributions to the language’s typing features and pattern matching design.
-
A.
Vladyslav Kryklii
Vladyslav Kryklii is a Ukrainian politician who served as the country’s Minister of Infrastructure in the late 2010s.
-
B.
Andriy Zahorodniuk
Andriy Zahorodniuk is a Ukrainian politician and defense expert who served as Ukraine’s Minister of Defence in the late 2010s.
-
C.
Oleksiy Honcharuk
Oleksiy Honcharuk is a Ukrainian politician and lawyer who served as Prime Minister of Ukraine from 2019 to 2020 under President Volodymyr Zelenskyy.
-
D.
Oleksandr Pikalov
Oleksandr Pikalov is a Ukrainian actor, comedian, and producer best known as one of the co-founders and key members of the comedy production company Kvartal 95 Studio.
-
E.
Oleksiy Orzhel
Oleksiy Orzhel is a Ukrainian politician and energy expert who served as Minister of Energy and Environmental Protection in the government of Oleksiy Honcharuk.
- 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_69a88b0a9f248190bcff941463d8f65a |
completed | March 4, 2026, 7:42 p.m. |
| NER | Named-entity recognition | batch_69abc5ef51948190ae828d8ee02feb75 |
completed | March 7, 2026, 6:30 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae8954a804819092c716582f23af14 |
completed | March 9, 2026, 8:48 a.m. |
| NEDg | Description generation | batch_69ae8b188f18819088eaa3866485191a |
completed | March 9, 2026, 8:55 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae8b83efd48190a832032775803919 |
completed | March 9, 2026, 8:57 a.m. |
Created at: March 4, 2026, 7:49 p.m.