Triple

T15039933
Position Surface form Disambiguated ID Type / Status
Subject Gail Carriger E378572 entity
Predicate notableWork P4 FINISHED
Object Changeless
"Changeless" is a steampunk paranormal romance novel by Gail Carriger, part of her popular Parasol Protectorate series blending Victorian-era fantasy, humor, and supernatural intrigue.
E1133327 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: Changeless | Statement: [Gail Carriger, notableWork, Changeless]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Changeless
Context triple: [Gail Carriger, notableWork, Changeless]
  • A. Perpetual Change
    "Perpetual Change" is a progressive rock song by the band Yes, known for its complex structure, shifting time signatures, and philosophical lyrics, and appearing as a key track on their 1971 release *The Yes Album*.
  • B. Some Things Never Change
    "Some Things Never Change" is a 1997 studio album by British rock band Supertramp that marked their return to a more classic progressive pop-rock sound after a long recording hiatus.
  • C. A Change
    "A Change" is a soul song performed by Aretha Franklin, featured on her 1968 album "Aretha Now."
  • 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. It Changes
    "It Changes" is a musical number from the animated film "Snoopy, Come Home," reflecting the emotional shifts and transitions experienced by the characters.
  • 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: Changeless
Triple: [Gail Carriger, notableWork, Changeless]
Generated description
"Changeless" is a steampunk paranormal romance novel by Gail Carriger, part of her popular Parasol Protectorate series blending Victorian-era fantasy, humor, and supernatural intrigue.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Changeless
Target entity description: "Changeless" is a steampunk paranormal romance novel by Gail Carriger, part of her popular Parasol Protectorate series blending Victorian-era fantasy, humor, and supernatural intrigue.
  • A. Perpetual Change
    "Perpetual Change" is a progressive rock song by the band Yes, known for its complex structure, shifting time signatures, and philosophical lyrics, and appearing as a key track on their 1971 release *The Yes Album*.
  • B. Some Things Never Change
    "Some Things Never Change" is a 1997 studio album by British rock band Supertramp that marked their return to a more classic progressive pop-rock sound after a long recording hiatus.
  • C. A Change
    "A Change" is a soul song performed by Aretha Franklin, featured on her 1968 album "Aretha Now."
  • 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. It Changes
    "It Changes" is a musical number from the animated film "Snoopy, Come Home," reflecting the emotional shifts and transitions experienced by the characters.
  • 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_69d85cd46b2c819090d054c27787f677 completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69ded82e79a481908ddb9609af8c4407 completed April 15, 2026, 12:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69fe9de1c3a48190a9b3959a95627175 completed May 9, 2026, 2:37 a.m.
NEDg Description generation batch_69fe9fdba3c48190b1d370f7c066801f completed May 9, 2026, 2:45 a.m.
NED2 Entity disambiguation (via description) batch_69fea0b87db881909607bcf0df5b0979 completed May 9, 2026, 2:49 a.m.
Created at: April 10, 2026, 3 a.m.