Triple
T3246425
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Starboy |
E68076
|
entity |
| Predicate | producer |
P490
|
FINISHED |
| Object |
Ben Billions
Ben Billions is an American record producer and songwriter known for crafting hit tracks for major hip-hop and R&B artists such as The Weeknd, Beyoncé, and DJ Khaled.
|
E340529
|
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: Ben Billions | Statement: [Starboy, producer, Ben Billions]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ben Billions Context triple: [Starboy, producer, Ben Billions]
-
A.
Moneybags
Moneybags is a recurring, money-obsessed bear character in the Spyro the Dragon video game series who charges the player gems to unlock paths, abilities, and characters.
-
B.
Millionaire
"Millionaire" is a 2004 R&B/hip-hop single by American singer Kelis featuring André 3000, known for its laid-back groove and distinctive production.
-
C.
Z-Money
Z-Money is a hip-hop artist and collaborator known for working closely with Chicago rapper Valee.
-
D.
Rainmaker
"Rainmaker" is a song by Bruce Springsteen featured on his 2020 studio album "Letter to You."
-
E.
Untold Millions
"Untold Millions" is a novel by American author Laura Z. Hobson, best known for exploring social issues and human relationships.
- 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: Ben Billions Triple: [Starboy, producer, Ben Billions]
Generated description
Ben Billions is an American record producer and songwriter known for crafting hit tracks for major hip-hop and R&B artists such as The Weeknd, Beyoncé, and DJ Khaled.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ben Billions Target entity description: Ben Billions is an American record producer and songwriter known for crafting hit tracks for major hip-hop and R&B artists such as The Weeknd, Beyoncé, and DJ Khaled.
-
A.
Moneybags
Moneybags is a recurring, money-obsessed bear character in the Spyro the Dragon video game series who charges the player gems to unlock paths, abilities, and characters.
-
B.
Millionaire
"Millionaire" is a 2004 R&B/hip-hop single by American singer Kelis featuring André 3000, known for its laid-back groove and distinctive production.
-
C.
Z-Money
Z-Money is a hip-hop artist and collaborator known for working closely with Chicago rapper Valee.
-
D.
Rainmaker
"Rainmaker" is a song by Bruce Springsteen featured on his 2020 studio album "Letter to You."
-
E.
Untold Millions
"Untold Millions" is a novel by American author Laura Z. Hobson, best known for exploring social issues and human relationships.
- 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_69ad858e4c708190aa31d486cfee8a6a |
completed | March 8, 2026, 2:19 p.m. |
| NER | Named-entity recognition | batch_69adaf1a96148190b63bf46209712707 |
completed | March 8, 2026, 5:17 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b2775f76988190bfaaaabce63f6f6b |
completed | March 12, 2026, 8:20 a.m. |
| NEDg | Description generation | batch_69b2786c6bc88190bea732592426776d |
completed | March 12, 2026, 8:25 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b27927308c81909c1dceb825eb1b81 |
completed | March 12, 2026, 8:28 a.m. |
Created at: March 8, 2026, 3:09 p.m.