Triple

T20089574
Position Surface form Disambiguated ID Type / Status
Subject Toni Braxton (album) E496231 entity
Predicate hasSingle P3282 FINISHED
Object How Many Ways
"How Many Ways" is an R&B song by American singer Toni Braxton, released as a single from her self-titled debut album.
 E1409548 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: How Many Ways | Statement: [Toni Braxton (album), hasSingle, How Many Ways]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: How Many Ways
Context triple: [Toni Braxton (album), hasSingle, How Many Ways]
  • A. So Many Ways
    So Many Ways is a Thoroughbred racehorse known for her success on the American racing circuit.
  • B. So Many Ways
    "So Many Ways" is a music single released under the independent label Ode Records.
  • C. Only Way
    "Only Way" is a track from Lil Wayne's acclaimed hip-hop album *Tha Carter*.
  • D. One Hundred Ways
    "One Hundred Ways" is a smooth R&B ballad best known for James Ingram’s soulful vocal performance and its appearance on Quincy Jones’s acclaimed 1981 album "The Dude."
  • E. One Way
    One Way is a crime thriller film featuring Storm Reid in a prominent role.
  • 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: How Many Ways
Triple: [Toni Braxton (album), hasSingle, How Many Ways]
Generated description
"How Many Ways" is an R&B song by American singer Toni Braxton, released as a single from her self-titled debut album.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: How Many Ways
Target entity description: "How Many Ways" is an R&B song by American singer Toni Braxton, released as a single from her self-titled debut album.
  • A. So Many Ways
    So Many Ways is a Thoroughbred racehorse known for her success on the American racing circuit.
  • B. So Many Ways
    "So Many Ways" is a music single released under the independent label Ode Records.
  • C. Only Way
    "Only Way" is a track from Lil Wayne's acclaimed hip-hop album *Tha Carter*.
  • D. One Hundred Ways
    "One Hundred Ways" is a smooth R&B ballad best known for James Ingram’s soulful vocal performance and its appearance on Quincy Jones’s acclaimed 1981 album "The Dude."
  • E. One Way
    One Way is a crime thriller film featuring Storm Reid in a prominent role.
  • 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_69da626eee3881909f3454986d4a6511 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e6655d65a88190a510132f36341b6c completed April 20, 2026, 5:41 p.m.
NED1 Entity disambiguation (via context triple) batch_6a081f4bdf448190a0abfbaddcf6bd63 completed May 16, 2026, 7:39 a.m.
NEDg Description generation batch_6a081ff7022c81908859a7f5b6a3506d completed May 16, 2026, 7:42 a.m.
NED2 Entity disambiguation (via description) batch_6a08209cbaf88190b2a6d1284fc02228 completed May 16, 2026, 7:45 a.m.
Created at: April 11, 2026, 11:19 p.m.