Triple

T3122363
Position Surface form Disambiguated ID Type / Status
Subject Tayla Parx E65213 entity
Predicate debutAlbum P3278 FINISHED
Object We Need To Talk
We Need To Talk is the debut studio album by American singer-songwriter Tayla Parx, showcasing her blend of pop, R&B, and contemporary songwriting.
 E329181 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: We Need To Talk | Statement: [Tayla Parx, debutAlbum, We Need To Talk]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: We Need To Talk
Context triple: [Tayla Parx, debutAlbum, We Need To Talk]
  • A. Talk to Me
    "Talk to Me" is a song featured on Joni Mitchell's 1977 album "Don Juan's Reckless Daughter."
  • B. What We Talk About When We Talk About Love
    What We Talk About When We Talk About Love is a seminal 1981 short story collection by Raymond Carver that helped define contemporary American minimalist fiction through its spare, emotionally charged portraits of ordinary lives and relationships.
  • C. Ain't Talkin'
    "Ain't Talkin'" is a long, brooding, and apocalyptic folk song by Bob Dylan that closes his 2006 album *Modern Times*.
  • D. Something to Say
    "Something to Say" is a song featured on the album "Signed, Sealed & Delivered."
  • E. Talk About Our Love
    "Talk About Our Love" is an R&B song by American singer Brandy featuring Kanye West, released as a single from her 2004 album "Afrodisiac."
  • 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: We Need To Talk
Triple: [Tayla Parx, debutAlbum, We Need To Talk]
Generated description
We Need To Talk is the debut studio album by American singer-songwriter Tayla Parx, showcasing her blend of pop, R&B, and contemporary songwriting.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: We Need To Talk
Target entity description: We Need To Talk is the debut studio album by American singer-songwriter Tayla Parx, showcasing her blend of pop, R&B, and contemporary songwriting.
  • A. Talk to Me
    "Talk to Me" is a song featured on Joni Mitchell's 1977 album "Don Juan's Reckless Daughter."
  • B. What We Talk About When We Talk About Love
    What We Talk About When We Talk About Love is a seminal 1981 short story collection by Raymond Carver that helped define contemporary American minimalist fiction through its spare, emotionally charged portraits of ordinary lives and relationships.
  • C. Ain't Talkin'
    "Ain't Talkin'" is a long, brooding, and apocalyptic folk song by Bob Dylan that closes his 2006 album *Modern Times*.
  • D. Something to Say
    "Something to Say" is a song featured on the album "Signed, Sealed & Delivered."
  • E. Talk About Our Love
    "Talk About Our Love" is an R&B song by American singer Brandy featuring Kanye West, released as a single from her 2004 album "Afrodisiac."
  • 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_69ad8580c72481909672d37acf647893 completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69ada52ab05c819088204bbb608c837c completed March 8, 2026, 4:34 p.m.
NED1 Entity disambiguation (via context triple) batch_69b20f6f57fc8190a5f50028792ac394 completed March 12, 2026, 12:57 a.m.
NEDg Description generation batch_69b211397cec8190a4545db3747486b7 completed March 12, 2026, 1:04 a.m.
NED2 Entity disambiguation (via description) batch_69b211a9fcd0819088a11c41280c7668 completed March 12, 2026, 1:06 a.m.
Created at: March 8, 2026, 3:04 p.m.