Triple

T16673679
Position Surface form Disambiguated ID Type / Status
Subject Gypsys, Tramps & Thieves E405164 entity
Predicate bSide P15273 FINISHED
Object He’ll Never Know
"He’ll Never Know" is a song by Cher that appears as the B-side to her 1971 hit single "Gypsys, Tramps & Thieves."
 E1227018 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: He’ll Never Know | Statement: [Gypsys, Tramps & Thieves, bSide, He’ll Never Know]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: He’ll Never Know
Context triple: [Gypsys, Tramps & Thieves, bSide, He’ll Never Know]
  • A. You’ll Never Know
    "You’ll Never Know" is a classic 1943 popular song, widely recognized as a romantic wartime ballad and an Academy Award–winning standard.
  • B. He’ll Never Have to Know
    "He’ll Never Have to Know" is an EP by the indie pop duo The Softies, known for their gentle melodies and introspective, lo-fi sound.
  • C. You'll Never Never Know
    "You'll Never Never Know" is a 1956 doo-wop ballad by The Platters that became one of their popular early hits.
  • D. I Never Knew
    "I Never Knew" is a pop song by the American teen boy band Dream Street, featured on their early-2000s releases aimed at a young pop audience.
  • E. No One Ever Knows
    "No One Ever Knows" is a song featured on the album *Take My Time* by Sheena Easton.
  • 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: He’ll Never Know
Triple: [Gypsys, Tramps & Thieves, bSide, He’ll Never Know]
Generated description
"He’ll Never Know" is a song by Cher that appears as the B-side to her 1971 hit single "Gypsys, Tramps & Thieves."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: He’ll Never Know
Target entity description: "He’ll Never Know" is a song by Cher that appears as the B-side to her 1971 hit single "Gypsys, Tramps & Thieves."
  • A. You’ll Never Know
    "You’ll Never Know" is a classic 1943 popular song, widely recognized as a romantic wartime ballad and an Academy Award–winning standard.
  • B. He’ll Never Have to Know
    "He’ll Never Have to Know" is an EP by the indie pop duo The Softies, known for their gentle melodies and introspective, lo-fi sound.
  • C. You'll Never Never Know
    "You'll Never Never Know" is a 1956 doo-wop ballad by The Platters that became one of their popular early hits.
  • D. I Never Knew
    "I Never Knew" is a pop song by the American teen boy band Dream Street, featured on their early-2000s releases aimed at a young pop audience.
  • E. No One Ever Knows
    "No One Ever Knows" is a song featured on the album *Take My Time* by Sheena Easton.
  • 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_69d8838c28748190b3f5967c743940ab completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e37d6904008190a79ab30b6d9ccae9 completed April 18, 2026, 12:47 p.m.
NED1 Entity disambiguation (via context triple) batch_6a008a3ab8b481908b333b6a556a58d5 completed May 10, 2026, 1:38 p.m.
NEDg Description generation batch_6a008ad087b08190b725382c68687a15 completed May 10, 2026, 1:40 p.m.
NED2 Entity disambiguation (via description) batch_6a008b9a8b6481909df37edcecdd292c completed May 10, 2026, 1:43 p.m.
Created at: April 10, 2026, 5:19 a.m.