Triple
T1114870
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Toby Gad |
E11074
|
entity |
| Predicate | hasWorkedWith |
P9615
|
FINISHED |
| Object |
Demi Lovato
Demi Lovato is an American singer, songwriter, and actress known for her powerful vocals, pop hits, and advocacy for mental health awareness.
|
E128208
|
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: Demi Lovato | Statement: [Toby Gad, hasWorkedWith, Demi Lovato]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Demi Lovato Context triple: [Toby Gad, hasWorkedWith, Demi Lovato]
-
A.
Meghan Trainor
Meghan Trainor is an American singer-songwriter and pop artist best known for her retro-influenced hits like "All About That Bass" and her body-positive, doo-wop-inspired sound.
-
B.
Fantasia Barrino
Fantasia Barrino is an American R&B singer and actress who rose to fame as the winner of the third season of American Idol.
-
C.
Jordin Sparks
Jordin Sparks is an American pop and R&B singer and actress who rose to fame as the winner of the sixth season of American Idol.
-
D.
Ariana Grande
Ariana Grande is an American pop and R&B singer, songwriter, and actress known for her powerful, Mariah Carey–like vocal range and numerous chart-topping hits.
-
E.
Katy Perry
Katy Perry is an American pop singer and songwriter known for chart-topping hits like "Firework" and "Roar" and her colorful, theatrical performances.
- 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: Demi Lovato Triple: [Toby Gad, hasWorkedWith, Demi Lovato]
Generated description
Demi Lovato is an American singer, songwriter, and actress known for her powerful vocals, pop hits, and advocacy for mental health awareness.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Demi Lovato Target entity description: Demi Lovato is an American singer, songwriter, and actress known for her powerful vocals, pop hits, and advocacy for mental health awareness.
-
A.
Meghan Trainor
Meghan Trainor is an American singer-songwriter and pop artist best known for her retro-influenced hits like "All About That Bass" and her body-positive, doo-wop-inspired sound.
-
B.
Fantasia Barrino
Fantasia Barrino is an American R&B singer and actress who rose to fame as the winner of the third season of American Idol.
-
C.
Jordin Sparks
Jordin Sparks is an American pop and R&B singer and actress who rose to fame as the winner of the sixth season of American Idol.
-
D.
Ariana Grande
Ariana Grande is an American pop and R&B singer, songwriter, and actress known for her powerful, Mariah Carey–like vocal range and numerous chart-topping hits.
-
E.
Katy Perry
Katy Perry is an American pop singer and songwriter known for chart-topping hits like "Firework" and "Roar" and her colorful, theatrical performances.
- 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_69a493252a648190ac48f8742474a5e8 |
completed | March 1, 2026, 7:27 p.m. |
| NER | Named-entity recognition | batch_69a4bba161e881908dcd1a66522abf5d |
completed | March 1, 2026, 10:20 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac539783188190896ab66306697b1c |
completed | March 7, 2026, 4:34 p.m. |
| NEDg | Description generation | batch_69ac544fc41881908daff6b313622619 |
completed | March 7, 2026, 4:37 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac5526679081909c9f7458bd316ff6 |
completed | March 7, 2026, 4:41 p.m. |
Created at: March 1, 2026, 7:43 p.m.