Triple
T18015931
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Pandas Developers |
E430997
|
entity |
| Predicate | hasNotableMember |
P304
|
FINISHED |
| Object |
Tom Augspurger
Tom Augspurger is a software engineer and data scientist best known for his major contributions to the Python pandas library and the broader scientific Python ecosystem.
|
E1304053
|
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: Tom Augspurger | Statement: [Pandas Developers, hasNotableMember, Tom Augspurger]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Tom Augspurger Context triple: [Pandas Developers, hasNotableMember, Tom Augspurger]
-
A.
Curt Rothenberger
Curt Rothenberger was a German jurist and high-ranking Nazi official who played a key role in implementing and justifying the Third Reich’s oppressive legal policies.
-
B.
Phil Dusenberry
Phil Dusenberry was an influential American advertising executive and creative director, best known for his groundbreaking work at BBDO and for shaping major campaigns for brands like Pepsi.
-
C.
Tom Luddy
Tom Luddy was an American film producer, curator, and influential cinephile best known as a co-founder and long-time guiding force of the Telluride Film Festival.
-
D.
Thomas Oaster
Thomas Oaster is an American men's rights advocate best known for initiating and promoting the observance that became International Men's Day.
-
E.
Duane Schuler
Duane Schuler is an American theatrical lighting designer known for his work in opera, including major productions at leading opera houses.
- 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: Tom Augspurger Triple: [Pandas Developers, hasNotableMember, Tom Augspurger]
Generated description
Tom Augspurger is a software engineer and data scientist best known for his major contributions to the Python pandas library and the broader scientific Python ecosystem.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Tom Augspurger Target entity description: Tom Augspurger is a software engineer and data scientist best known for his major contributions to the Python pandas library and the broader scientific Python ecosystem.
-
A.
Curt Rothenberger
Curt Rothenberger was a German jurist and high-ranking Nazi official who played a key role in implementing and justifying the Third Reich’s oppressive legal policies.
-
B.
Phil Dusenberry
Phil Dusenberry was an influential American advertising executive and creative director, best known for his groundbreaking work at BBDO and for shaping major campaigns for brands like Pepsi.
-
C.
Tom Luddy
Tom Luddy was an American film producer, curator, and influential cinephile best known as a co-founder and long-time guiding force of the Telluride Film Festival.
-
D.
Thomas Oaster
Thomas Oaster is an American men's rights advocate best known for initiating and promoting the observance that became International Men's Day.
-
E.
Duane Schuler
Duane Schuler is an American theatrical lighting designer known for his work in opera, including major productions at leading opera houses.
- 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_69d8b904530081908bf341d842464856 |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e4b523f588819097389e067dda7f23 |
completed | April 19, 2026, 10:57 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a03565c733c8190b1eabae23c44a411 |
completed | May 12, 2026, 4:33 p.m. |
| NEDg | Description generation | batch_6a03581a400c819091bbad0a45b482a0 |
completed | May 12, 2026, 4:40 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a03590c44b8819099bbce039ddec07c |
completed | May 12, 2026, 4:45 p.m. |
Created at: April 10, 2026, 10:24 a.m.