Triple
T22008855
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Demi Lovato – Skyscraper live on American Idol |
E543521
|
entity |
| Predicate | songWriterCredited |
P87641
|
FINISHED |
| Object | Toby Gad |
—
|
NE NERFINISHED |
How this triple was built (3 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: Toby Gad | Statement: [Demi Lovato – Skyscraper live on American Idol, songWriterCredited, Toby Gad]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Toby Gad Context triple: [Demi Lovato – Skyscraper live on American Idol, songWriterCredited, Toby Gad]
-
A.
Toby Gad
chosen
Toby Gad is a German-born, Grammy-nominated songwriter and producer known for crafting hit pop and R&B songs for artists such as John Legend, Beyoncé, and Fergie.
-
B.
Matthew Koma
Matthew Koma is an American singer, songwriter, and record producer known for his work in electronic and pop music, including collaborations with artists like Zedd and Tiësto.
-
C.
Benny Blanco
Benny Blanco is an American record producer and songwriter known for crafting numerous chart-topping pop and hip-hop hits for major artists.
-
D.
Tobias Jesso Jr.
Tobias Jesso Jr. is a Canadian singer-songwriter and pianist known for his emotionally resonant, retro-inspired ballads and acclaimed debut album "Goon."
-
E.
Steve Angello
Steve Angello is a Swedish DJ, record producer, and member of the electronic dance music supergroup Swedish House Mafia, known for his influential work in house and progressive house music.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: songWriterCredited Context triple: [Demi Lovato – Skyscraper live on American Idol, songWriterCredited, Toby Gad]
-
A.
songWrittenBy
Indicates that a particular song was created or composed by a specific person or group.
-
B.
songwritingCredit
chosen
Indicates that one entity is credited as a songwriter or co-songwriter for a musical work associated with another entity.
-
C.
creditedSongwritersOfSampledWork
Indicates that the related entities are the songwriters who received official credit for the original work that was sampled in another piece of music.
-
D.
hasPrimarySongwriter
Indicates that one entity serves as the main or principal songwriter responsible for creating the songs associated with another entity.
-
E.
coSongwriter
Indicates that two or more entities collaborated in writing the same song.
- F. None of above.
Provenance (3 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_69e11e2db934819095556760c7d85e4d |
completed | April 16, 2026, 5:36 p.m. |
| NER | Named-entity recognition | batch_69f127a376048190a78ba7efd303b58a |
completed | April 28, 2026, 9:33 p.m. |
| PD | Predicate disambiguation | batch_69e6f62dc9d88190ae387f145f9528de |
completed | April 21, 2026, 3:59 a.m. |
Created at: April 16, 2026, 8:21 p.m.