Triple
T7096140
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Why Is It So Hard |
E165332
|
entity |
| Predicate | artist |
P184
|
FINISHED |
| Object |
Heather Headley
Heather Headley is a Tony and Grammy Award-winning Trinidadian-American singer, songwriter, and actress known for her work in musical theatre and R&B/gospel music.
|
E656259
|
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: Heather Headley | Statement: [Why Is It So Hard, artist, Heather Headley]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Heather Headley Context triple: [Why Is It So Hard, artist, Heather Headley]
-
A.
Kierra Sheard
Kierra Sheard is an American gospel singer, songwriter, and actress known for her powerful vocals, contemporary gospel style, and work as a member of the legendary Clark family.
-
B.
Chrisette Michele
Chrisette Michele is an American R&B and soul singer-songwriter known for her rich, emotive vocals and collaborations with prominent hip-hop and R&B artists.
-
C.
Jill Scott
Jill Scott is an American singer-songwriter, poet, and actress known for her soulful neo-soul music and powerful, expressive vocals.
-
D.
Jennifer Hudson
Jennifer Hudson is an American singer and actress renowned for her powerful vocals, Academy Award–winning performance in "Dreamgirls," and success on both stage and screen.
-
E.
Keisha Spivey
Keisha Spivey is an American R&B singer best known as a member of the 1990s girl group Total, which was signed to Sean "Diddy" Combs' Bad Boy Records.
- 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: Heather Headley Triple: [Why Is It So Hard, artist, Heather Headley]
Generated description
Heather Headley is a Tony and Grammy Award-winning Trinidadian-American singer, songwriter, and actress known for her work in musical theatre and R&B/gospel music.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Heather Headley Target entity description: Heather Headley is a Tony and Grammy Award-winning Trinidadian-American singer, songwriter, and actress known for her work in musical theatre and R&B/gospel music.
-
A.
Kierra Sheard
Kierra Sheard is an American gospel singer, songwriter, and actress known for her powerful vocals, contemporary gospel style, and work as a member of the legendary Clark family.
-
B.
Chrisette Michele
Chrisette Michele is an American R&B and soul singer-songwriter known for her rich, emotive vocals and collaborations with prominent hip-hop and R&B artists.
-
C.
Jill Scott
Jill Scott is an American singer-songwriter, poet, and actress known for her soulful neo-soul music and powerful, expressive vocals.
-
D.
Jennifer Hudson
Jennifer Hudson is an American singer and actress renowned for her powerful vocals, Academy Award–winning performance in "Dreamgirls," and success on both stage and screen.
-
E.
Keisha Spivey
Keisha Spivey is an American R&B singer best known as a member of the 1990s girl group Total, which was signed to Sean "Diddy" Combs' Bad Boy Records.
- 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_69c6887e8c10819091cee237560d32da |
completed | March 27, 2026, 1:39 p.m. |
| NER | Named-entity recognition | batch_69c6e554d9f081909443be54eb501d25 |
completed | March 27, 2026, 8:15 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c7eec29d8c81909d9123b48b195f98 |
completed | March 28, 2026, 3:07 p.m. |
| NEDg | Description generation | batch_69c7ef5b7ce081908702e564f09f2fe1 |
completed | March 28, 2026, 3:10 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c7efb24a488190b53720f521151c61 |
completed | March 28, 2026, 3:11 p.m. |
Created at: March 27, 2026, 2:41 p.m.