Triple

T15798524
Position Surface form Disambiguated ID Type / Status
Subject The Softies E383041 entity
Predicate EP P15272 FINISHED
Object 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.
E1177108 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 Have to Know | Statement: [The Softies, EP, He’ll Never Have to Know]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: He’ll Never Have to Know
Context triple: [The Softies, EP, He’ll Never Have to 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. 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.
  • C. 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.
  • D. He Knows You Know
    "He Knows You Know" is a song by the British neo-progressive rock band Marillion, known for its dark themes and dramatic, theatrical style.
  • E. Nobody Needs to Know
    "Nobody Needs to Know" is a poignant solo number from the musical *The Last Five Years* in which the character Jamie grapples with guilt and infidelity near the end of his marriage.
  • 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 Have to Know
Triple: [The Softies, EP, He’ll Never Have to Know]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: He’ll Never Have to Know
Target entity description: "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.
  • 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. 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.
  • C. 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.
  • D. He Knows You Know
    "He Knows You Know" is a song by the British neo-progressive rock band Marillion, known for its dark themes and dramatic, theatrical style.
  • E. Nobody Needs to Know
    "Nobody Needs to Know" is a poignant solo number from the musical *The Last Five Years* in which the character Jamie grapples with guilt and infidelity near the end of his marriage.
  • 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_69d86da16e188190b89af699f1ed0bfe completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e0b4e00d348190bc98917c4098ec2f completed April 16, 2026, 10:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff90b08ab48190892c700f5eb261d8 completed May 9, 2026, 7:53 p.m.
NEDg Description generation batch_69ff936cbbc8819097958ac02673a474 completed May 9, 2026, 8:05 p.m.
NED2 Entity disambiguation (via description) batch_69ff93ed15ec8190b9361f7ad4c7e447 completed May 9, 2026, 8:07 p.m.
Created at: April 10, 2026, 4:48 a.m.