Triple
T20352089
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Sendhil Mullainathan |
E496036
|
entity |
| Predicate | coAuthor |
P398
|
FINISHED |
| Object |
Ziad Obermeyer
Ziad Obermeyer is a physician and researcher known for applying machine learning and data science to uncover and address biases and failures in healthcare systems.
|
E1425103
|
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: Ziad Obermeyer | Statement: [Sendhil Mullainathan, coAuthor, Ziad Obermeyer]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ziad Obermeyer Context triple: [Sendhil Mullainathan, coAuthor, Ziad Obermeyer]
-
A.
Karim Zreik
Karim Zreik is a television producer known for his executive work on genre and comic book–related series, including projects within the Marvel TV universe.
-
B.
Khalid Ben-Hassin
Khalid Ben-Hassin is a DC Comics character who serves as one of the modern incarnations of the mystical superhero Doctor Fate, wielding powerful magic through the Helmet of Nabu.
-
C.
Fawaz Akhras
Fawaz Akhras is a London-based Syrian cardiologist best known as the father of Syria’s First Lady, Asma al-Assad.
-
D.
Samir Kassis
Samir Kassis is a notable individual recognized as a prominent bearer of the surname Kassis.
-
E.
Samir Bannout
Samir Bannout is a Lebanese-American professional bodybuilder best known for winning the 1983 Mr. Olympia title and for his exceptionally detailed back development.
- 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: Ziad Obermeyer Triple: [Sendhil Mullainathan, coAuthor, Ziad Obermeyer]
Generated description
Ziad Obermeyer is a physician and researcher known for applying machine learning and data science to uncover and address biases and failures in healthcare systems.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ziad Obermeyer Target entity description: Ziad Obermeyer is a physician and researcher known for applying machine learning and data science to uncover and address biases and failures in healthcare systems.
-
A.
Karim Zreik
Karim Zreik is a television producer known for his executive work on genre and comic book–related series, including projects within the Marvel TV universe.
-
B.
Khalid Ben-Hassin
Khalid Ben-Hassin is a DC Comics character who serves as one of the modern incarnations of the mystical superhero Doctor Fate, wielding powerful magic through the Helmet of Nabu.
-
C.
Fawaz Akhras
Fawaz Akhras is a London-based Syrian cardiologist best known as the father of Syria’s First Lady, Asma al-Assad.
-
D.
Samir Kassis
Samir Kassis is a notable individual recognized as a prominent bearer of the surname Kassis.
-
E.
Samir Bannout
Samir Bannout is a Lebanese-American professional bodybuilder best known for winning the 1983 Mr. Olympia title and for his exceptionally detailed back development.
- 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_69e0b4a3f7f48190b37f354574028ca6 |
completed | April 16, 2026, 10:06 a.m. |
| NER | Named-entity recognition | batch_69e67850ace48190b19aff5780fef7e8 |
completed | April 20, 2026, 7:02 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a086967aef88190b138be722f410e82 |
completed | May 16, 2026, 12:56 p.m. |
| NEDg | Description generation | batch_6a0869f7b4208190858fdeae882e008d |
completed | May 16, 2026, 12:58 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a086a893f1c81909bc40e3c4db0e147 |
completed | May 16, 2026, 1 p.m. |
Created at: April 16, 2026, 11:25 a.m.