Triple

T9368399
Position Surface form Disambiguated ID Type / Status
Subject Michael Ball E225466 entity
Predicate notableWork P4 FINISHED
Object Love Changes Everything
Love Changes Everything is a popular show tune from the musical "Aspects of Love," widely associated with and made famous by British singer and actor Michael Ball.
E795045 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: Love Changes Everything | Statement: [Michael Ball, notableWork, Love Changes Everything]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Love Changes Everything
Context triple: [Michael Ball, notableWork, Love Changes Everything]
  • A. Love Changes
    "Love Changes" is a song best known as a 1987 R&B hit by Kashif and Meli'sa Morgan, noted for its smooth production and romantic theme.
  • B. Everything Changes
    "Everything Changes" is a hit pop song by British boy band Take That, released in 1994 as the title track from their second studio album.
  • C. Everything Changes
    "Everything Changes" is a 2011 studio album by British musician Julian Lennon that marked his return to recording after a long hiatus.
  • D. Things Change
    Things Change is a 1988 American comedy-drama film directed by David Mamet about a mistaken-identity scheme involving a humble shoeshiner and the mob.
  • E. Everything Will Change
    Everything Will Change is a song by American singer-songwriter Gavin DeGraw, known for its uplifting pop-rock style and emotive lyrics.
  • 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: Love Changes Everything
Triple: [Michael Ball, notableWork, Love Changes Everything]
Generated description
Love Changes Everything is a popular show tune from the musical "Aspects of Love," widely associated with and made famous by British singer and actor Michael Ball.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Love Changes Everything
Target entity description: Love Changes Everything is a popular show tune from the musical "Aspects of Love," widely associated with and made famous by British singer and actor Michael Ball.
  • A. Love Changes
    "Love Changes" is a song best known as a 1987 R&B hit by Kashif and Meli'sa Morgan, noted for its smooth production and romantic theme.
  • B. Everything Changes
    "Everything Changes" is a hit pop song by British boy band Take That, released in 1994 as the title track from their second studio album.
  • C. Everything Changes
    "Everything Changes" is a 2011 studio album by British musician Julian Lennon that marked his return to recording after a long hiatus.
  • D. Things Change
    Things Change is a 1988 American comedy-drama film directed by David Mamet about a mistaken-identity scheme involving a humble shoeshiner and the mob.
  • E. Everything Will Change
    Everything Will Change is a song by American singer-songwriter Gavin DeGraw, known for its uplifting pop-rock style and emotive lyrics.
  • 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_69ca842cbddc819099d71ecec48cf9e5 completed March 30, 2026, 2:09 p.m.
NER Named-entity recognition batch_69cd507f9ed8819092967b204faa4408 completed April 1, 2026, 5:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69d0f40961e88190b12ab78edbebd252 completed April 4, 2026, 11:20 a.m.
NEDg Description generation batch_69d0f49e229c8190a91452591aee2414 completed April 4, 2026, 11:23 a.m.
NED2 Entity disambiguation (via description) batch_69d0f71220588190b97d8fce942fbf50 completed April 4, 2026, 11:33 a.m.
Created at: March 30, 2026, 7:43 p.m.