Triple
T22798002
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Pretty Little Liars |
E564301
|
entity |
| Predicate | executiveProducer |
P7225
|
FINISHED |
| Object |
Joseph Dougherty
Joseph Dougherty is an American television writer, producer, and director best known for his work on series such as Pretty Little Liars.
|
E1566494
|
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: Joseph Dougherty | Statement: [Pretty Little Liars, executiveProducer, Joseph Dougherty]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Joseph Dougherty Context triple: [Pretty Little Liars, executiveProducer, Joseph Dougherty]
-
A.
Joe Dougherty
Joe Dougherty was an American voice actor best known for originating the voice of the Warner Bros. cartoon character Porky Pig in the 1930s.
-
B.
Jim Dougherty
Jim Dougherty is an American entrepreneur best known as the founder of the pet retail chain PetSmart.
-
C.
Jim Dougherty
Jim Dougherty is an actor known for his role in the 2017 drama film "Columbus."
-
D.
Greg Gilreath
Greg Gilreath is a film producer known for his work on the 2022 dark comedy-thriller "Vengeance" and other independent projects.
-
E.
David Ragsdale
David Ragsdale is an American rock violinist best known for his work with the band Kansas and various collaborations in progressive and jam rock circles.
- 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: Joseph Dougherty Triple: [Pretty Little Liars, executiveProducer, Joseph Dougherty]
Generated description
Joseph Dougherty is an American television writer, producer, and director best known for his work on series such as Pretty Little Liars.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Joseph Dougherty Target entity description: Joseph Dougherty is an American television writer, producer, and director best known for his work on series such as Pretty Little Liars.
-
A.
Joe Dougherty
Joe Dougherty was an American voice actor best known for originating the voice of the Warner Bros. cartoon character Porky Pig in the 1930s.
-
B.
Jim Dougherty
Jim Dougherty is an American entrepreneur best known as the founder of the pet retail chain PetSmart.
-
C.
Jim Dougherty
Jim Dougherty is an actor known for his role in the 2017 drama film "Columbus."
-
D.
Greg Gilreath
Greg Gilreath is a film producer known for his work on the 2022 dark comedy-thriller "Vengeance" and other independent projects.
-
E.
David Ragsdale
David Ragsdale is an American rock violinist best known for his work with the band Kansas and various collaborations in progressive and jam rock circles.
- 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_69e2458185f88190b0045227ee420411 |
completed | April 17, 2026, 2:36 p.m. |
| NER | Named-entity recognition | batch_69f17cda76448190891c5190e1d75ae0 |
completed | April 29, 2026, 3:36 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0bf2911a4c8190be72c556f7ad2c69 |
completed | May 19, 2026, 5:18 a.m. |
| NEDg | Description generation | batch_6a0bfac550d481909e36fa4fa5b39a0c |
completed | May 19, 2026, 5:53 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0bfba251088190a883dbea55b968f8 |
completed | May 19, 2026, 5:56 a.m. |
Created at: April 17, 2026, 3:30 p.m.