Triple

T11216022
Position Surface form Disambiguated ID Type / Status
Subject PEP 484 E265441 entity
Predicate createdBy P806 FINISHED
Object Łukasz Langa
Łukasz Langa is a Polish software developer best known in the Python community as a core developer and the creator of the Black code formatter.
E918543 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: Łukasz Langa | Statement: [PEP 484, createdBy, Łukasz Langa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Łukasz Langa
Context triple: [PEP 484, createdBy, Łukasz Langa]
  • A. Łukasz Nowak
    Łukasz Nowak is a Polish individual notable enough to be specifically cited as a bearer of the common Polish surname Nowak.
  • B. Marcin Czechowic
    Marcin Czechowic was a 16th-century Polish Arian theologian and writer known for his leading role in the Polish Brethren (Socinian) movement and his anti-Trinitarian views.
  • C. Stefan Szczucki
    Stefan Szczucki was the husband of Polish writer and World War II resistance activist Zofia Kossak-Szczucka.
  • D. Lukasz Gottwald
    Lukasz Gottwald, better known as Dr. Luke, is an American record producer and songwriter renowned for crafting numerous pop hits for major artists in the 2000s and 2010s.
  • E. Kamil Grosicki
    Kamil Grosicki is a Polish professional footballer and winger known for his pace, creativity, and long international career with the Poland national team.
  • 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: Łukasz Langa
Triple: [PEP 484, createdBy, Łukasz Langa]
Generated description
Łukasz Langa is a Polish software developer best known in the Python community as a core developer and the creator of the Black code formatter.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Łukasz Langa
Target entity description: Łukasz Langa is a Polish software developer best known in the Python community as a core developer and the creator of the Black code formatter.
  • A. Łukasz Nowak
    Łukasz Nowak is a Polish individual notable enough to be specifically cited as a bearer of the common Polish surname Nowak.
  • B. Marcin Czechowic
    Marcin Czechowic was a 16th-century Polish Arian theologian and writer known for his leading role in the Polish Brethren (Socinian) movement and his anti-Trinitarian views.
  • C. Stefan Szczucki
    Stefan Szczucki was the husband of Polish writer and World War II resistance activist Zofia Kossak-Szczucka.
  • D. Lukasz Gottwald
    Lukasz Gottwald, better known as Dr. Luke, is an American record producer and songwriter renowned for crafting numerous pop hits for major artists in the 2000s and 2010s.
  • E. Kamil Grosicki
    Kamil Grosicki is a Polish professional footballer and winger known for his pace, creativity, and long international career with the Poland national team.
  • 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_69d6aac59460819089b9848b27f57848 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e8e8eef48190932a85784ce15c86 completed April 9, 2026, 5:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69e5256cb7c8819084d8010c2f3e9d94 completed April 19, 2026, 6:56 p.m.
NEDg Description generation batch_69e52a78951c8190923711067cf4e7e5 completed April 19, 2026, 7:18 p.m.
NED2 Entity disambiguation (via description) batch_69e5319b6ef0819096debabfb6ffbe70 completed April 19, 2026, 7:48 p.m.
Created at: April 8, 2026, 9:30 p.m.