Triple

T20410831
Position Surface form Disambiguated ID Type / Status
Subject The Division Bell E500581 entity
Predicate hasTrack P3284 FINISHED
Object Keep Talking
"Keep Talking" is a Pink Floyd song from their 1994 album *The Division Bell*, notable for its use of Stephen Hawking's synthesized voice and its themes of communication and isolation.
E1430040 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: Keep Talking | Statement: [The Division Bell, hasTrack, Keep Talking]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Keep Talking
Context triple: [The Division Bell, hasTrack, Keep Talking]
  • A. Still Talking
    Still Talking is a candid, humorous memoir by comedian Joan Rivers that chronicles her personal life, career struggles, and rise in show business.
  • B. No More Talk
    "No More Talk" is a track by American rapper T.I. from his influential 2003 album *Trap Muzik*, showcasing his early trap sound and Southern rap style.
  • C. Big Talk
    Big Talk is a rock band fronted by The Killers drummer Ronnie Vannucci Jr., known for its melodic, guitar-driven alternative rock sound.
  • D. Can We Talk
    "Can We Talk" is a 1993 R&B ballad, written and produced by Babyface and performed by Tevin Campbell, that became one of the defining slow jams of the decade.
  • E. We Can Talk
    "We Can Talk" is a lively, harmony-rich song by the Canadian-American rock group The Band, showcasing Richard Manuel’s distinctive vocal and songwriting style.
  • 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: Keep Talking
Triple: [The Division Bell, hasTrack, Keep Talking]
Generated description
"Keep Talking" is a Pink Floyd song from their 1994 album *The Division Bell*, notable for its use of Stephen Hawking's synthesized voice and its themes of communication and isolation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Keep Talking
Target entity description: "Keep Talking" is a Pink Floyd song from their 1994 album *The Division Bell*, notable for its use of Stephen Hawking's synthesized voice and its themes of communication and isolation.
  • A. Still Talking
    Still Talking is a candid, humorous memoir by comedian Joan Rivers that chronicles her personal life, career struggles, and rise in show business.
  • B. No More Talk
    "No More Talk" is a track by American rapper T.I. from his influential 2003 album *Trap Muzik*, showcasing his early trap sound and Southern rap style.
  • C. Big Talk
    Big Talk is a rock band fronted by The Killers drummer Ronnie Vannucci Jr., known for its melodic, guitar-driven alternative rock sound.
  • D. Can We Talk
    "Can We Talk" is a 1993 R&B ballad, written and produced by Babyface and performed by Tevin Campbell, that became one of the defining slow jams of the decade.
  • E. We Can Talk
    "We Can Talk" is a lively, harmony-rich song by the Canadian-American rock group The Band, showcasing Richard Manuel’s distinctive vocal and songwriting style.
  • 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_69e0b4a935588190b9446a99b37ced44 completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e67a3ecb348190ae777f6276037828 completed April 20, 2026, 7:10 p.m.
NED1 Entity disambiguation (via context triple) batch_6a087b21cb308190a9313a24a902b44d completed May 16, 2026, 2:11 p.m.
NEDg Description generation batch_6a08801702488190ba3122edb09cdaab completed May 16, 2026, 2:32 p.m.
NED2 Entity disambiguation (via description) batch_6a08811c9af081908d898134bf80452e completed May 16, 2026, 2:37 p.m.
Created at: April 16, 2026, 11:29 a.m.