Triple

T13868769
Position Surface form Disambiguated ID Type / Status
Subject After Hours E333396 entity
Predicate hasPart P35 FINISHED
Object Hardest To Love
"Hardest To Love" is a melancholic, synth-driven R&B track by The Weeknd from his 2020 album *After Hours*, reflecting on emotional distance and regret in a failing relationship.
E1066297 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: Hardest To Love | Statement: [After Hours, hasPart, Hardest To Love]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hardest To Love
Context triple: [After Hours, hasPart, Hardest To Love]
  • A. The Hardest Thing
    "The Hardest Thing" is a popular late-1990s pop ballad by American boy band 98 Degrees, known for its emotional lyrics about the pain of ending a relationship.
  • B. The Hardest Part
    "The Hardest Part" is a song by the American country duo X&Y, showcasing their emotive lyrics and contemporary country-pop sound.
  • C. Stubborn Love
    "Stubborn Love" is a folk-rock song by American band The Lumineers, known for its emotive lyrics and anthemic, acoustic-driven sound.
  • D. The Hardest Moment
    "The Hardest Moment" is a song featured on the album "Evolver" by the South Korean boy band U-KISS.
  • E. Tougher Than Love
    Tougher Than Love is the 1995 debut studio album by Jamaican singer Diana King, blending reggae, R&B, and pop and featuring her breakout hit "Shy Guy."
  • 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: Hardest To Love
Triple: [After Hours, hasPart, Hardest To Love]
Generated description
"Hardest To Love" is a melancholic, synth-driven R&B track by The Weeknd from his 2020 album *After Hours*, reflecting on emotional distance and regret in a failing relationship.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hardest To Love
Target entity description: "Hardest To Love" is a melancholic, synth-driven R&B track by The Weeknd from his 2020 album *After Hours*, reflecting on emotional distance and regret in a failing relationship.
  • A. The Hardest Thing
    "The Hardest Thing" is a popular late-1990s pop ballad by American boy band 98 Degrees, known for its emotional lyrics about the pain of ending a relationship.
  • B. The Hardest Part
    "The Hardest Part" is a song by the American country duo X&Y, showcasing their emotive lyrics and contemporary country-pop sound.
  • C. Stubborn Love
    "Stubborn Love" is a folk-rock song by American band The Lumineers, known for its emotive lyrics and anthemic, acoustic-driven sound.
  • D. The Hardest Moment
    "The Hardest Moment" is a song featured on the album "Evolver" by the South Korean boy band U-KISS.
  • E. Tougher Than Love
    Tougher Than Love is the 1995 debut studio album by Jamaican singer Diana King, blending reggae, R&B, and pop and featuring her breakout hit "Shy Guy."
  • 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_69d81c5ced9c8190b0e9bcc6effe5959 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de05c530148190b11704300bbd5f9b completed April 14, 2026, 9:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7c105da548190b908a54fec029236 completed May 3, 2026, 9:41 p.m.
NEDg Description generation batch_69f7c1e7efd88190ac07472647da69e7 completed May 3, 2026, 9:45 p.m.
NED2 Entity disambiguation (via description) batch_69f7c3396f7c8190987079bf24ac8695 completed May 3, 2026, 9:50 p.m.
Created at: April 9, 2026, 10:14 p.m.