Triple

T20387406
Position Surface form Disambiguated ID Type / Status
Subject Kerri Higuchi E497993 entity
Predicate notableWork P4 FINISHED
Object More Things Change
"More Things Change" is a short film written and directed by Kerri Higuchi that explores the complexities of identity and relationships.
E1427539 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: More Things Change | Statement: [Kerri Higuchi, notableWork, More Things Change]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: More Things Change
Context triple: [Kerri Higuchi, notableWork, More Things Change]
  • A. Some Things Just Don’t Change
    "Some Things Just Don’t Change" is a track from Killswitch Engage guitarist Adam Dutkiewicz’s metalcore side project Soulfire, showcasing his melodic yet heavy songwriting style.
  • B. The World Changes
    The World Changes is a 1933 American drama film in which actor William Janney appears alongside a cast led by Paul Muni, depicting the rise of a lumber dynasty across generations.
  • C. 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.
  • D. 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.
  • 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: More Things Change
Triple: [Kerri Higuchi, notableWork, More Things Change]
Generated description
"More Things Change" is a short film written and directed by Kerri Higuchi that explores the complexities of identity and relationships.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: More Things Change
Target entity description: "More Things Change" is a short film written and directed by Kerri Higuchi that explores the complexities of identity and relationships.
  • A. Some Things Just Don’t Change
    "Some Things Just Don’t Change" is a track from Killswitch Engage guitarist Adam Dutkiewicz’s metalcore side project Soulfire, showcasing his melodic yet heavy songwriting style.
  • B. The World Changes
    The World Changes is a 1933 American drama film in which actor William Janney appears alongside a cast led by Paul Muni, depicting the rise of a lumber dynasty across generations.
  • C. 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.
  • D. 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.
  • 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_69e0b4a71ebc8190b153a36c738730f4 completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e6790c935881908f901d058e6a83a9 completed April 20, 2026, 7:05 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08761fdb8481908a4b9975c96aade9 completed May 16, 2026, 1:50 p.m.
NEDg Description generation batch_6a0876b11c248190aefac57c32293ff0 completed May 16, 2026, 1:52 p.m.
NED2 Entity disambiguation (via description) batch_6a08772501e08190b6c104b3270cf2da completed May 16, 2026, 1:54 p.m.
Created at: April 16, 2026, 11:28 a.m.