Triple

T3960336
Position Surface form Disambiguated ID Type / Status
Subject Beats International E85885 entity
Predicate hitSingle P5044 FINISHED
Object Won’t Talk About It
"Won’t Talk About It" is a dance-oriented pop single by the British electronic music collective Beats International, led by Norman Cook (later known as Fatboy Slim).
 E402164 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: Won’t Talk About It | Statement: [Beats International, hitSingle, Won’t Talk About It]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Won’t Talk About It
Context triple: [Beats International, hitSingle, Won’t Talk About It]
  • A. Don't Talk
    "Don't Talk" is a track featured on the album *The 18th Day* by British singer-songwriter Estelle.
  • B. Ain't Talkin'
    "Ain't Talkin'" is a long, brooding, and apocalyptic folk song by Bob Dylan that closes his 2006 album *Modern Times*.
  • C. Let's Talk About It
    "Let's Talk About It" is a track from Clipse’s debut album "Lord Willin'" that showcases the duo’s sharp lyricism over Neptunes-produced beats.
  • D. They Say
    "They Say" is a song title that has been used by multiple artists across genres, typically exploring themes of external judgment and personal identity.
  • E. Something to Say
    "Something to Say" is a song featured on the album "Signed, Sealed & Delivered."
  • 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: Won’t Talk About It
Triple: [Beats International, hitSingle, Won’t Talk About It]
Generated description
"Won’t Talk About It" is a dance-oriented pop single by the British electronic music collective Beats International, led by Norman Cook (later known as Fatboy Slim).
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Won’t Talk About It
Target entity description: "Won’t Talk About It" is a dance-oriented pop single by the British electronic music collective Beats International, led by Norman Cook (later known as Fatboy Slim).
  • A. Don't Talk
    "Don't Talk" is a track featured on the album *The 18th Day* by British singer-songwriter Estelle.
  • B. Ain't Talkin'
    "Ain't Talkin'" is a long, brooding, and apocalyptic folk song by Bob Dylan that closes his 2006 album *Modern Times*.
  • C. Let's Talk About It
    "Let's Talk About It" is a track from Clipse’s debut album "Lord Willin'" that showcases the duo’s sharp lyricism over Neptunes-produced beats.
  • D. They Say
    "They Say" is a song title that has been used by multiple artists across genres, typically exploring themes of external judgment and personal identity.
  • E. Something to Say
    "Something to Say" is a song featured on the album "Signed, Sealed & Delivered."
  • 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_69aed93a96908190bcbdbfa718f155bd completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aef9602a7c81909743672392f832f6 completed March 9, 2026, 4:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69b533b57ad08190972d385a133c73b8 completed March 14, 2026, 10:08 a.m.
NEDg Description generation batch_69b534b3596c819088812b5835512c05 completed March 14, 2026, 10:13 a.m.
NED2 Entity disambiguation (via description) batch_69b5354ce29481909af8f0a216c3e643 completed March 14, 2026, 10:15 a.m.
Created at: March 9, 2026, 3:31 p.m.