Triple
T4294779
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | James Heckman |
E99683
|
entity |
| Predicate | hasAcademicAdvisor |
P167
|
FINISHED |
| Object |
Albert Rees
Albert Rees was an American labor economist known for his influential work on wage determination and labor markets, as well as for mentoring prominent economists such as James Heckman.
|
E428371
|
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: Albert Rees | Statement: [James Heckman, hasAcademicAdvisor, Albert Rees]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Albert Rees Context triple: [James Heckman, hasAcademicAdvisor, Albert Rees]
-
A.
Russell Lloyd
Russell Lloyd was a British film editor best known for his work on major mid-20th-century films, including collaborations with director John Huston.
-
B.
John Llewellin
John Llewellin was a British Conservative politician who served as a government minister during World War II, notably in roles connected with wartime production and logistics.
-
C.
Ian Stokell
Ian Stokell is a screenwriter best known for co-writing the 2022 film adaptation of "All Quiet on the Western Front."
-
D.
Lew Hayman
Lew Hayman was a prominent Canadian football coach and executive, best known for his influential roles with teams like the Toronto Argonauts and for helping shape the modern Canadian Football League.
-
E.
Lionel Birch
Lionel Birch was the husband of renowned Austrian-born photographer Inge Morath.
- 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: Albert Rees Triple: [James Heckman, hasAcademicAdvisor, Albert Rees]
Generated description
Albert Rees was an American labor economist known for his influential work on wage determination and labor markets, as well as for mentoring prominent economists such as James Heckman.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Albert Rees Target entity description: Albert Rees was an American labor economist known for his influential work on wage determination and labor markets, as well as for mentoring prominent economists such as James Heckman.
-
A.
Russell Lloyd
Russell Lloyd was a British film editor best known for his work on major mid-20th-century films, including collaborations with director John Huston.
-
B.
John Llewellin
John Llewellin was a British Conservative politician who served as a government minister during World War II, notably in roles connected with wartime production and logistics.
-
C.
Ian Stokell
Ian Stokell is a screenwriter best known for co-writing the 2022 film adaptation of "All Quiet on the Western Front."
-
D.
Lew Hayman
Lew Hayman was a prominent Canadian football coach and executive, best known for his influential roles with teams like the Toronto Argonauts and for helping shape the modern Canadian Football League.
-
E.
Lionel Birch
Lionel Birch was the husband of renowned Austrian-born photographer Inge Morath.
- 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_69b3455175088190aa79c6e03b86647e |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b35083f87c8190a3d3b323e76ab575 |
completed | March 12, 2026, 11:47 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5c740c4a081909a63fb957f2926ae |
completed | March 14, 2026, 8:38 p.m. |
| NEDg | Description generation | batch_69b5c7d04508819087b14c5c86f1e015 |
completed | March 14, 2026, 8:40 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5c84ccea08190a8e7e8fa93934ea2 |
completed | March 14, 2026, 8:42 p.m. |
Created at: March 12, 2026, 11:08 p.m.