Triple
T17694118
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Universal Value Function Approximators |
E441116
|
entity |
| Predicate | introducedBy |
P513
|
FINISHED |
| Object |
Daniel Horgan
Daniel Horgan is a machine learning researcher known for co-introducing Universal Value Function Approximators, a framework for generalizing value functions across goals in reinforcement learning.
|
E1300864
|
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: Daniel Horgan | Statement: [Universal Value Function Approximators, introducedBy, Daniel Horgan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Daniel Horgan Context triple: [Universal Value Function Approximators, introducedBy, Daniel Horgan]
-
A.
Dan Haggerty
Dan Haggerty was an American actor best known for his portrayal of the gentle mountain man in the film and television series "The Life and Times of Grizzly Adams."
-
B.
Dan O'Herlihy
Dan O'Herlihy was an Irish-born actor known for his distinguished character roles in film and television, including an Academy Award–nominated performance in "Adventures of Robinson Crusoe" and memorable parts in movies like "RoboCop" and "Halloween III: Season of the Witch."
-
C.
Michael O’Rourke
Michael O’Rourke is an Irish media entrepreneur best known as a co-founder of the international sports television network Setanta Sports.
-
D.
Michael O’Rourke
Michael O’Rourke is best known as the father of the late child actress Heather O’Rourke, who starred in the "Poltergeist" film series.
-
E.
Michael K. Hannon
Michael K. Hannon is an American local politician who served as the mayor of Newark, California.
- 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: Daniel Horgan Triple: [Universal Value Function Approximators, introducedBy, Daniel Horgan]
Generated description
Daniel Horgan is a machine learning researcher known for co-introducing Universal Value Function Approximators, a framework for generalizing value functions across goals in reinforcement learning.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Daniel Horgan Target entity description: Daniel Horgan is a machine learning researcher known for co-introducing Universal Value Function Approximators, a framework for generalizing value functions across goals in reinforcement learning.
-
A.
Dan Haggerty
Dan Haggerty was an American actor best known for his portrayal of the gentle mountain man in the film and television series "The Life and Times of Grizzly Adams."
-
B.
Dan O'Herlihy
Dan O'Herlihy was an Irish-born actor known for his distinguished character roles in film and television, including an Academy Award–nominated performance in "Adventures of Robinson Crusoe" and memorable parts in movies like "RoboCop" and "Halloween III: Season of the Witch."
-
C.
Michael O’Rourke
Michael O’Rourke is an Irish media entrepreneur best known as a co-founder of the international sports television network Setanta Sports.
-
D.
Michael O’Rourke
Michael O’Rourke is best known as the father of the late child actress Heather O’Rourke, who starred in the "Poltergeist" film series.
-
E.
Michael K. Hannon
Michael K. Hannon is an American local politician who served as the mayor of Newark, California.
- 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_69d8b9e940b081908b862bb0e6e89b0d |
completed | April 10, 2026, 8:50 a.m. |
| NER | Named-entity recognition | batch_69e4715485d88190b9b6f347ff85d7c7 |
completed | April 19, 2026, 6:08 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a03430c26708190a12069df95f760de |
completed | May 12, 2026, 3:11 p.m. |
| NEDg | Description generation | batch_6a0343b583088190bbafd4ef3aad5218 |
completed | May 12, 2026, 3:13 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a03445d9d208190b2d72012c4b4407f |
completed | May 12, 2026, 3:16 p.m. |
Created at: April 10, 2026, 10:04 a.m.