Triple

T3826732
Position Surface form Disambiguated ID Type / Status
Subject Chinese American cinema E88707 entity
Predicate notableFilm P22 FINISHED
Object Better Luck Tomorrow
Better Luck Tomorrow is a 2002 independent crime drama film directed by Justin Lin that follows a group of overachieving Asian American high school students who descend into a life of crime, and is widely regarded as a landmark in Asian American cinema.
E390738 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: Better Luck Tomorrow | Statement: [Chinese American cinema, notableFilm, Better Luck Tomorrow]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Better Luck Tomorrow
Context triple: [Chinese American cinema, notableFilm, Better Luck Tomorrow]
  • A. City Slickers
    City Slickers is a 1991 comedy film about a group of middle-aged friends who join a cattle drive to confront their midlife crises, starring Billy Crystal.
  • B. Knots Landing
    Knots Landing is an American prime-time television soap opera that aired from 1979 to 1993, focusing on the intertwined personal and professional lives of residents in a coastal California cul-de-sac.
  • C. Sunshine in Their Eyes
    "Sunshine in Their Eyes" is a soulful, socially conscious song by Stevie Wonder from his early-1970s period of artistic transition.
  • D. Enemy Mine
    Enemy Mine is a 1985 science fiction film about a human and an alien soldier who must overcome their mutual hatred and learn to cooperate after being stranded together on a hostile planet.
  • E. Lucky Town
    Lucky Town is a 1992 rock album by Bruce Springsteen that blends heartland rock with introspective, personal songwriting.
  • 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: Better Luck Tomorrow
Triple: [Chinese American cinema, notableFilm, Better Luck Tomorrow]
Generated description
Better Luck Tomorrow is a 2002 independent crime drama film directed by Justin Lin that follows a group of overachieving Asian American high school students who descend into a life of crime, and is widely regarded as a landmark in Asian American cinema.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Better Luck Tomorrow
Target entity description: Better Luck Tomorrow is a 2002 independent crime drama film directed by Justin Lin that follows a group of overachieving Asian American high school students who descend into a life of crime, and is widely regarded as a landmark in Asian American cinema.
  • A. City Slickers
    City Slickers is a 1991 comedy film about a group of middle-aged friends who join a cattle drive to confront their midlife crises, starring Billy Crystal.
  • B. Knots Landing
    Knots Landing is an American prime-time television soap opera that aired from 1979 to 1993, focusing on the intertwined personal and professional lives of residents in a coastal California cul-de-sac.
  • C. Sunshine in Their Eyes
    "Sunshine in Their Eyes" is a soulful, socially conscious song by Stevie Wonder from his early-1970s period of artistic transition.
  • D. Enemy Mine
    Enemy Mine is a 1985 science fiction film about a human and an alien soldier who must overcome their mutual hatred and learn to cooperate after being stranded together on a hostile planet.
  • E. Lucky Town
    Lucky Town is a 1992 rock album by Bruce Springsteen that blends heartland rock with introspective, personal songwriting.
  • 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_69aed9538cf881909d9ce8ca4ac7c18c completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aeeb64c72c8190b5f3d376aa4ee933 completed March 9, 2026, 3:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4fb4f41c88190b3040236462c37cc completed March 14, 2026, 6:08 a.m.
NEDg Description generation batch_69b4fc9fc5dc81908772fc642285abf6 completed March 14, 2026, 6:13 a.m.
NED2 Entity disambiguation (via description) batch_69b4fd0dc3d48190b907d7a1c1e44066 completed March 14, 2026, 6:15 a.m.
Created at: March 9, 2026, 3:17 p.m.