Triple

T4421388
Position Surface form Disambiguated ID Type / Status
Subject Unpredictable E95103 entity
Predicate hasPart P35 FINISHED
Object 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.
E437607 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 | Statement: [Unpredictable, hasPart, Love Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Love Changes
Context triple: [Unpredictable, hasPart, Love Changes]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. It Don’t Have to Change
    "It Don’t Have to Change" is a soulful R&B track by John Legend from his debut album "Get Lifted," showcasing his smooth vocals and reflective songwriting.
  • E. I Am Changing
    "I Am Changing" is a powerful soul ballad from the musical *Dreamgirls*, performed by the character Effie White as she resolves to transform her life and seek redemption.
  • 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
Triple: [Unpredictable, hasPart, Love Changes]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Love Changes
Target entity description: "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.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. It Don’t Have to Change
    "It Don’t Have to Change" is a soulful R&B track by John Legend from his debut album "Get Lifted," showcasing his smooth vocals and reflective songwriting.
  • E. I Am Changing
    "I Am Changing" is a powerful soul ballad from the musical *Dreamgirls*, performed by the character Effie White as she resolves to transform her life and seek redemption.
  • 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_69b3453a36908190b95a79a297ca083c completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b35521e020819099e72b9e2ccbd36d completed March 13, 2026, 12:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69b5f62715748190abceb14396ad637d completed March 14, 2026, 11:58 p.m.
NEDg Description generation batch_69b5f6d4bb84819081512aec6b49507b completed March 15, 2026, 12:01 a.m.
NED2 Entity disambiguation (via description) batch_69b5f7887cb08190bf498eefc3627bfa completed March 15, 2026, 12:04 a.m.
Created at: March 12, 2026, 11:30 p.m.