Triple
T5523873
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Heartbreak Warfare |
E144876
|
entity |
| Predicate | producer |
P490
|
FINISHED |
| Object |
Chad Franscoviak
Chad Franscoviak is an American recording engineer and producer best known for his longtime collaboration with John Mayer on several acclaimed albums.
|
E528535
|
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: Chad Franscoviak | Statement: [Heartbreak Warfare, producer, Chad Franscoviak]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Chad Franscoviak Context triple: [Heartbreak Warfare, producer, Chad Franscoviak]
-
A.
Trevor Gagnon
Trevor Gagnon is an American former child actor best known for his role as Ritchie Diaz on the sitcom "The New Adventures of Old Christine."
-
B.
Brandon Trost
Brandon Trost is an American cinematographer and director known for his dynamic, stylized visual work on high-energy action and genre films.
-
C.
Matthew Shafer
Matthew Shafer is an American writer known for his work on the animated series "Cowboy Bebop" and related projects.
-
D.
Matthew Shafer
Matthew Shafer, better known by his stage name Uncle Kracker, is an American singer-songwriter and musician recognized for his blend of rock, country, and pop influences.
-
E.
Chad Channing
Chad Channing is an American drummer best known for his early work with the grunge band Nirvana, including playing on much of their debut album "Bleach."
- 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: Chad Franscoviak Triple: [Heartbreak Warfare, producer, Chad Franscoviak]
Generated description
Chad Franscoviak is an American recording engineer and producer best known for his longtime collaboration with John Mayer on several acclaimed albums.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Chad Franscoviak Target entity description: Chad Franscoviak is an American recording engineer and producer best known for his longtime collaboration with John Mayer on several acclaimed albums.
-
A.
Trevor Gagnon
Trevor Gagnon is an American former child actor best known for his role as Ritchie Diaz on the sitcom "The New Adventures of Old Christine."
-
B.
Brandon Trost
Brandon Trost is an American cinematographer and director known for his dynamic, stylized visual work on high-energy action and genre films.
-
C.
Matthew Shafer
Matthew Shafer is an American writer known for his work on the animated series "Cowboy Bebop" and related projects.
-
D.
Matthew Shafer
Matthew Shafer, better known by his stage name Uncle Kracker, is an American singer-songwriter and musician recognized for his blend of rock, country, and pop influences.
-
E.
Chad Channing
Chad Channing is an American drummer best known for his early work with the grunge band Nirvana, including playing on much of their debut album "Bleach."
- 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_69c008f873a481909b4d9f7e2db3c37d |
completed | March 22, 2026, 3:21 p.m. |
| NER | Named-entity recognition | batch_69c01f85c8508190a0a089402b49a04f |
completed | March 22, 2026, 4:57 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c027f6aa1c8190b639c317c7d60f64 |
completed | March 22, 2026, 5:33 p.m. |
| NEDg | Description generation | batch_69c033dc91e08190888fb6e94027fbdb |
completed | March 22, 2026, 6:24 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c03460b21481908b78aa4bdc989d2c |
completed | March 22, 2026, 6:26 p.m. |
Created at: March 22, 2026, 3:34 p.m.