Triple
T5783155
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Demi Lovato |
E128208
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Sober
"Sober" is a deeply personal pop ballad by Demi Lovato in which she candidly addresses a relapse in her sobriety and struggles with addiction.
|
E546779
|
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: Sober | Statement: [Demi Lovato, notableWork, Sober]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Sober Context triple: [Demi Lovato, notableWork, Sober]
-
A.
Sober
"Sober" is a soulful, genre-blending R&B/hip-hop track by Childish Gambino known for its smooth vocals, emotional lyrics, and inventive production.
-
B.
Clean and Sober
Clean and Sober is a 1988 drama film in which Michael Keaton plays a real-estate agent struggling with cocaine addiction and entering rehab, marking one of his first major serious, non-comedic roles.
-
C.
Twist in My Sobriety
"Twist in My Sobriety" is a melancholic 1988 art-pop song by British singer-songwriter Tanita Tikaram, known for its haunting vocals, oboe-led arrangement, and introspective lyrics.
-
D.
Cold Turkey
"Cold Turkey" is a 1969 song by John Lennon and the Plastic Ono Band, best known for its raw depiction of heroin withdrawal and its stark, minimalist rock sound.
-
E.
SOB
SOB is the abbreviation for the Special Operations Bureau, a specialized law enforcement or military unit responsible for handling high-risk and complex operations.
- 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: Sober Triple: [Demi Lovato, notableWork, Sober]
Generated description
"Sober" is a deeply personal pop ballad by Demi Lovato in which she candidly addresses a relapse in her sobriety and struggles with addiction.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Sober Target entity description: "Sober" is a deeply personal pop ballad by Demi Lovato in which she candidly addresses a relapse in her sobriety and struggles with addiction.
-
A.
Sober
"Sober" is a soulful, genre-blending R&B/hip-hop track by Childish Gambino known for its smooth vocals, emotional lyrics, and inventive production.
-
B.
Clean and Sober
Clean and Sober is a 1988 drama film in which Michael Keaton plays a real-estate agent struggling with cocaine addiction and entering rehab, marking one of his first major serious, non-comedic roles.
-
C.
Twist in My Sobriety
"Twist in My Sobriety" is a melancholic 1988 art-pop song by British singer-songwriter Tanita Tikaram, known for its haunting vocals, oboe-led arrangement, and introspective lyrics.
-
D.
Cold Turkey
"Cold Turkey" is a 1969 song by John Lennon and the Plastic Ono Band, best known for its raw depiction of heroin withdrawal and its stark, minimalist rock sound.
-
E.
SOB
SOB is the abbreviation for the Special Operations Bureau, a specialized law enforcement or military unit responsible for handling high-risk and complex operations.
- 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_69c0084450048190bc647b649a05136b |
completed | March 22, 2026, 3:18 p.m. |
| NER | Named-entity recognition | batch_69c02a184870819084251554eae1e33c |
completed | March 22, 2026, 5:42 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c098112a1c8190a8aacb208c544959 |
completed | March 23, 2026, 1:32 a.m. |
| NEDg | Description generation | batch_69c098f32f7081908d9306afc30147a1 |
completed | March 23, 2026, 1:35 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c0996fb9148190ae8c09f4816d00b8 |
completed | March 23, 2026, 1:37 a.m. |
Created at: March 22, 2026, 3:50 p.m.