Triple
T17522207
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | PEP 503 |
E426701
|
entity |
| Predicate | createdBy |
P806
|
FINISHED |
| Object |
Marc-Andre Lemburg
Marc-Andre Lemburg is a German software developer and long-time Python core contributor known for his work on Python’s Unicode support, packaging standards, and leadership in the Python community.
|
E1274418
|
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: Marc-Andre Lemburg | Statement: [PEP 503, createdBy, Marc-Andre Lemburg]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Marc-Andre Lemburg Context triple: [PEP 503, createdBy, Marc-Andre Lemburg]
-
A.
Markus Oberhumer
Markus Oberhumer is an Austrian software developer best known as the creator of the UPX executable packer and contributor to various open-source compression and optimization tools.
-
B.
Nick Coghlan
Nick Coghlan is a prominent Python core developer and software engineer known for his influential work on Python’s governance, documentation, and language design.
-
C.
Jens Meurer
Jens Meurer is a German film producer and documentary filmmaker known for his work on international arthouse and historical dramas.
-
D.
Michael Hillegas
Michael Hillegas was an American merchant and statesman who served as the first Treasurer of the United States during the Revolutionary era.
-
E.
Robert Kern
Robert Kern was an American film editor active during Hollywood’s classic studio era, known for his work on numerous prominent MGM productions.
- 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: Marc-Andre Lemburg Triple: [PEP 503, createdBy, Marc-Andre Lemburg]
Generated description
Marc-Andre Lemburg is a German software developer and long-time Python core contributor known for his work on Python’s Unicode support, packaging standards, and leadership in the Python community.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Marc-Andre Lemburg Target entity description: Marc-Andre Lemburg is a German software developer and long-time Python core contributor known for his work on Python’s Unicode support, packaging standards, and leadership in the Python community.
-
A.
Markus Oberhumer
Markus Oberhumer is an Austrian software developer best known as the creator of the UPX executable packer and contributor to various open-source compression and optimization tools.
-
B.
Nick Coghlan
Nick Coghlan is a prominent Python core developer and software engineer known for his influential work on Python’s governance, documentation, and language design.
-
C.
Jens Meurer
Jens Meurer is a German film producer and documentary filmmaker known for his work on international arthouse and historical dramas.
-
D.
Michael Hillegas
Michael Hillegas was an American merchant and statesman who served as the first Treasurer of the United States during the Revolutionary era.
-
E.
Robert Kern
Robert Kern was an American film editor active during Hollywood’s classic studio era, known for his work on numerous prominent MGM productions.
- 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_69d889de677081909b22d2657b1f0292 |
completed | April 10, 2026, 5:25 a.m. |
| NER | Named-entity recognition | batch_69e452d2f79881909556894728e255ab |
completed | April 19, 2026, 3:58 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a01c9452ab08190a0539964b1b90f86 |
completed | May 11, 2026, 12:19 p.m. |
| NEDg | Description generation | batch_6a01cabea2b48190a690b17a88d45b40 |
completed | May 11, 2026, 12:25 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a01cefa08f8819086cb86ce22193baa |
completed | May 11, 2026, 12:43 p.m. |
Created at: April 10, 2026, 5:49 a.m.