Triple
T4325515
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Flask-Migrate |
E96625
|
entity |
| Predicate | maintainer |
P2962
|
FINISHED |
| Object |
Miguel Grinberg
Miguel Grinberg is a software engineer and author best known in the Python community for his extensive work on Flask, including popular extensions, tutorials, and books on web development.
|
E436746
|
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: Miguel Grinberg | Statement: [Flask-Migrate, maintainer, Miguel Grinberg]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Miguel Grinberg Context triple: [Flask-Migrate, maintainer, Miguel Grinberg]
-
A.
Jorge M. Pérez
Jorge M. Pérez is a prominent Miami-based real estate developer, billionaire, and philanthropist known for his major contributions to the arts and urban development.
-
B.
Rafael Yglesias
Rafael Yglesias is an American novelist and screenwriter known for works such as "Fearless" and adaptations including the 1998 film version of "Les Misérables."
-
C.
David J. Guzmán
David J. Guzmán was a prominent Salvadoran physician, scientist, and intellectual whose contributions to national culture and education led to El Salvador’s National Museum of Anthropology being named in his honor.
-
D.
Tomás D. Morales
Tomás D. Morales is an American academic administrator who serves as the president of California State University, San Bernardino, leading the institution’s strategic and educational initiatives.
-
E.
Miguel A. Núñez Jr.
Miguel A. Núñez Jr. is an American actor and comedian best known for his roles in films like "Juwanna Mann," "The Return of the Living Dead," and numerous television shows.
- 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: Miguel Grinberg Triple: [Flask-Migrate, maintainer, Miguel Grinberg]
Generated description
Miguel Grinberg is a software engineer and author best known in the Python community for his extensive work on Flask, including popular extensions, tutorials, and books on web development.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Miguel Grinberg Target entity description: Miguel Grinberg is a software engineer and author best known in the Python community for his extensive work on Flask, including popular extensions, tutorials, and books on web development.
-
A.
Jorge M. Pérez
Jorge M. Pérez is a prominent Miami-based real estate developer, billionaire, and philanthropist known for his major contributions to the arts and urban development.
-
B.
Rafael Yglesias
Rafael Yglesias is an American novelist and screenwriter known for works such as "Fearless" and adaptations including the 1998 film version of "Les Misérables."
-
C.
David J. Guzmán
David J. Guzmán was a prominent Salvadoran physician, scientist, and intellectual whose contributions to national culture and education led to El Salvador’s National Museum of Anthropology being named in his honor.
-
D.
Tomás D. Morales
Tomás D. Morales is an American academic administrator who serves as the president of California State University, San Bernardino, leading the institution’s strategic and educational initiatives.
-
E.
Miguel A. Núñez Jr.
Miguel A. Núñez Jr. is an American actor and comedian best known for his roles in films like "Juwanna Mann," "The Return of the Living Dead," and numerous television shows.
- 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_69b34542fd908190b11b08faad8decfd |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b3512ec18481908a7b5c29b3902b53 |
completed | March 12, 2026, 11:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5f5c527d481908aa5552838e1f7d1 |
completed | March 14, 2026, 11:56 p.m. |
| NEDg | Description generation | batch_69b5f674c94c81908327336dd4380d2e |
completed | March 14, 2026, 11:59 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5f719d008819090a35e3597a0089f |
completed | March 15, 2026, 12:02 a.m. |
Created at: March 12, 2026, 11:13 p.m.