Triple

T6675061
Position Surface form Disambiguated ID Type / Status
Subject Johntá Austin E151828 entity
Predicate notableWork P4 FINISHED
Object What Do You Say (writing contribution claimed; verify)
"What Do You Say" is a song for which R&B songwriter Johntá Austin is claimed to have contributed to the writing, though this credit requires verification.
 E612331 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: What Do You Say (writing contribution claimed; verify) | Statement: [Johntá Austin, notableWork, What Do You Say (writing contribution claimed; verify)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: What Do You Say (writing contribution claimed; verify)
Context triple: [Johntá Austin, notableWork, What Do You Say (writing contribution claimed; verify)]
  • A. What Would You Say
    "What Would You Say" is a popular early single by the Dave Matthews Band that helped introduce their distinctive rock-jam sound to a wider audience.
  • B. I Don’t Know What to Say to You
    "I Don’t Know What to Say to You" is a lesser-known song by Tom Petty and the Heartbreakers, originally released as the B-side to their 1978 single "Listen to Her Heart."
  • C. Things You Say
    "Things You Say" is a song by Whitney Houston from her 2002 studio album "Just Whitney."
  • D. Something to Say
    "Something to Say" is a song featured on the album "Signed, Sealed & Delivered."
  • E. What More Can I Say
    "What More Can I Say" is a track by Jay-Z from his critically acclaimed 2003 album *The Black Album*, known for its introspective lyrics and confident wordplay.
  • 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: What Do You Say (writing contribution claimed; verify)
Triple: [Johntá Austin, notableWork, What Do You Say (writing contribution claimed; verify)]
Generated description
"What Do You Say" is a song for which R&B songwriter Johntá Austin is claimed to have contributed to the writing, though this credit requires verification.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: What Do You Say (writing contribution claimed; verify)
Target entity description: "What Do You Say" is a song for which R&B songwriter Johntá Austin is claimed to have contributed to the writing, though this credit requires verification.
  • A. What Would You Say
    "What Would You Say" is a popular early single by the Dave Matthews Band that helped introduce their distinctive rock-jam sound to a wider audience.
  • B. I Don’t Know What to Say to You
    "I Don’t Know What to Say to You" is a lesser-known song by Tom Petty and the Heartbreakers, originally released as the B-side to their 1978 single "Listen to Her Heart."
  • C. Things You Say
    "Things You Say" is a song by Whitney Houston from her 2002 studio album "Just Whitney."
  • D. Something to Say
    "Something to Say" is a song featured on the album "Signed, Sealed & Delivered."
  • E. What More Can I Say
    "What More Can I Say" is a track by Jay-Z from his critically acclaimed 2003 album *The Black Album*, known for its introspective lyrics and confident wordplay.
  • 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_69c687f830bc81909eb8b04dbb8450b1 completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6b0f3021481908c2599349eb6ea07 completed March 27, 2026, 4:31 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6f7a30b7481908c36ff9035f62731 completed March 27, 2026, 9:33 p.m.
NEDg Description generation batch_69c6faa22e748190ab7a06ef84d695f6 completed March 27, 2026, 9:46 p.m.
NED2 Entity disambiguation (via description) batch_69c6fb85632081908bbb66ea35ce97c8 completed March 27, 2026, 9:49 p.m.
Created at: March 27, 2026, 2:03 p.m.