Triple

T8001763
Position Surface form Disambiguated ID Type / Status
Subject Holly Johnson E186264 entity
Predicate notableWork P4 FINISHED
Object "Love Train"
"Love Train" is a 1989 dance-pop single by British singer Holly Johnson, known for its upbeat, soulful style and success following his work with Frankie Goes to Hollywood.
 E704148 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 Train" | Statement: [Holly Johnson, notableWork, "Love Train"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: "Love Train"
Context triple: [Holly Johnson, notableWork, "Love Train"]
  • A. Love Train
    "Love Train" is a classic 1972 soul and R&B song by The O'Jays, celebrated as an uplifting anthem of unity and peace.
  • B. Burnin’ Train
    "Burnin’ Train" is a high-energy rock song by Bruce Springsteen, featured on his 2020 studio album *Letter to You*.
  • C. Friendship Train
    "Friendship Train" is a 1969 soul single by Gladys Knight & the Pips, celebrated for its uplifting message of unity and its energetic, gospel-infused Motown sound.
  • D. Peace Train
    "Peace Train" is a 1971 folk-rock song by Cat Stevens that became an anthem for peace and social harmony.
  • E. Light Train
    Light Train is a type of urban rail transit system characterized by relatively low weight vehicles, moderate capacity, and operation often on dedicated or semi-exclusive tracks for short- to medium-distance passenger transport.
  • 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 Train"
Triple: [Holly Johnson, notableWork, "Love Train"]
Generated description
"Love Train" is a 1989 dance-pop single by British singer Holly Johnson, known for its upbeat, soulful style and success following his work with Frankie Goes to Hollywood.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: "Love Train"
Target entity description: "Love Train" is a 1989 dance-pop single by British singer Holly Johnson, known for its upbeat, soulful style and success following his work with Frankie Goes to Hollywood.
  • A. Love Train
    "Love Train" is a classic 1972 soul and R&B song by The O'Jays, celebrated as an uplifting anthem of unity and peace.
  • B. Burnin’ Train
    "Burnin’ Train" is a high-energy rock song by Bruce Springsteen, featured on his 2020 studio album *Letter to You*.
  • C. Friendship Train
    "Friendship Train" is a 1969 soul single by Gladys Knight & the Pips, celebrated for its uplifting message of unity and its energetic, gospel-infused Motown sound.
  • D. Peace Train
    "Peace Train" is a 1971 folk-rock song by Cat Stevens that became an anthem for peace and social harmony.
  • E. Light Train
    Light Train is a type of urban rail transit system characterized by relatively low weight vehicles, moderate capacity, and operation often on dedicated or semi-exclusive tracks for short- to medium-distance passenger transport.
  • 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_69ca82aaaf24819084b94d18f699ba53 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb3c9cd06081908b62bb41e228c321 completed March 31, 2026, 3:16 a.m.
NED1 Entity disambiguation (via context triple) batch_69cbe11aefc88190bcf614e936455927 completed March 31, 2026, 2:58 p.m.
NEDg Description generation batch_69cbe441b76881909efa791b74316088 completed March 31, 2026, 3:12 p.m.
NED2 Entity disambiguation (via description) batch_69cc34749ae08190a1d30919a0594bfd completed March 31, 2026, 8:54 p.m.
Created at: March 30, 2026, 5:18 p.m.