Triple

T12238915
Position Surface form Disambiguated ID Type / Status
Subject Jesse Shatkin E291675 entity
Predicate notableWork P4 FINISHED
Object Night Changes
"Night Changes" is a pop ballad best known as a 2014 single by One Direction, showcasing a more mature, nostalgic sound in the band's catalog.
 E970922 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: Night Changes | Statement: [Jesse Shatkin, notableWork, Night Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Night Changes
Context triple: [Jesse Shatkin, notableWork, Night Changes]
  • A. In the Night
    "In the Night" is a dark, synth-driven R&B/pop song by The Weeknd that explores themes of trauma and survival, released as a single from his album *Beauty Behind the Madness*.
  • B. Nightborne
    Nightborne are an elven allied race in World of Warcraft known for their arcane-infused heritage, nocturnal aesthetic, and origin in the ancient city of Suramar.
  • C. Nightworld
    Nightworld is a horror novel by F. Paul Wilson that serves as the apocalyptic climax of his long-running Adversary Cycle.
  • D. The Night
    The Night is a haunting Expressionist painting by Max Beckmann that depicts the brutal terror and psychological trauma of a violent home invasion.
  • E. The Night
    The Night is the 92nd chapter of the Qur’an, a Meccan surah that contrasts the paths of righteousness and wickedness and emphasizes the consequences of human choices.
  • 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: Night Changes
Triple: [Jesse Shatkin, notableWork, Night Changes]
Generated description
"Night Changes" is a pop ballad best known as a 2014 single by One Direction, showcasing a more mature, nostalgic sound in the band's catalog.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Night Changes
Target entity description: "Night Changes" is a pop ballad best known as a 2014 single by One Direction, showcasing a more mature, nostalgic sound in the band's catalog.
  • A. In the Night
    "In the Night" is a dark, synth-driven R&B/pop song by The Weeknd that explores themes of trauma and survival, released as a single from his album *Beauty Behind the Madness*.
  • B. Nightborne
    Nightborne are an elven allied race in World of Warcraft known for their arcane-infused heritage, nocturnal aesthetic, and origin in the ancient city of Suramar.
  • C. Nightworld
    Nightworld is a horror novel by F. Paul Wilson that serves as the apocalyptic climax of his long-running Adversary Cycle.
  • D. The Night
    The Night is a haunting Expressionist painting by Max Beckmann that depicts the brutal terror and psychological trauma of a violent home invasion.
  • E. The Night
    The Night is the 92nd chapter of the Qur’an, a Meccan surah that contrasts the paths of righteousness and wickedness and emphasizes the consequences of human choices.
  • 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_69d6ab67950c8190be08450a06228c4b completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d91cb45340819093365f8efdf85f75 completed April 10, 2026, 3:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69f60ab3ae2481908f65d8ac61a6b2e4 completed May 2, 2026, 2:31 p.m.
NEDg Description generation batch_69f60bdd8d508190813178ff4c77afcf completed May 2, 2026, 2:36 p.m.
NED2 Entity disambiguation (via description) batch_69f60c67c680819087630d190d0a008f completed May 2, 2026, 2:38 p.m.
Created at: April 8, 2026, 9:51 p.m.