Triple

T10404037
Position Surface form Disambiguated ID Type / Status
Subject Happy Perez E245217 entity
Predicate notableWork P4 FINISHED
Object Changes (H.E.R. song)
"Changes" is an R&B song by American singer-songwriter H.E.R., showcasing her soulful vocals and introspective lyricism.
 E860932 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: Changes (H.E.R. song) | Statement: [Happy Perez, notableWork, Changes (H.E.R. song)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Changes (H.E.R. song)
Context triple: [Happy Perez, notableWork, Changes (H.E.R. song)]
  • A. The Change
    The Change is a hip-hop album by rapper Noreaga (N.O.R.E.) that preceded his 1998 video compilation release "Banned from T.V."
  • B. Sing the Changes
    "Sing the Changes" is an energetic, guitar-driven rock song by Paul McCartney’s project The Fireman, featured on their 2008 album Electric Arguments.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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: Changes (H.E.R. song)
Triple: [Happy Perez, notableWork, Changes (H.E.R. song)]
Generated description
"Changes" is an R&B song by American singer-songwriter H.E.R., showcasing her soulful vocals and introspective lyricism.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Changes (H.E.R. song)
Target entity description: "Changes" is an R&B song by American singer-songwriter H.E.R., showcasing her soulful vocals and introspective lyricism.
  • A. The Change
    The Change is a hip-hop album by rapper Noreaga (N.O.R.E.) that preceded his 1998 video compilation release "Banned from T.V."
  • B. Sing the Changes
    "Sing the Changes" is an energetic, guitar-driven rock song by Paul McCartney’s project The Fireman, featured on their 2008 album Electric Arguments.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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_69d381be340c8190b05998703d42d224 completed April 6, 2026, 9:49 a.m.
NER Named-entity recognition batch_69d4e9e5fb58819081d7d3e1dc625197 completed April 7, 2026, 11:26 a.m.
NED1 Entity disambiguation (via context triple) batch_69d7fbdb86788190bb1a8802f713fea2 completed April 9, 2026, 7:19 p.m.
NEDg Description generation batch_69d807606770819096ebb2cb66f8dcc9 completed April 9, 2026, 8:09 p.m.
NED2 Entity disambiguation (via description) batch_69d81c5513308190b07fdea06d31854f completed April 9, 2026, 9:38 p.m.
Created at: April 6, 2026, 12:08 p.m.