Triple

T19092302
Position Surface form Disambiguated ID Type / Status
Subject Lin Gengxin E467316 entity
Predicate workedOn P3 FINISHED
Object A Better Tomorrow 2018
A Better Tomorrow 2018 is a Chinese action crime film that reimagines John Woo’s classic 1986 movie, focusing on brotherhood, loyalty, and the criminal underworld.
 E1358037 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: A Better Tomorrow 2018 | Statement: [Lin Gengxin, workedOn, A Better Tomorrow 2018]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: A Better Tomorrow 2018
Context triple: [Lin Gengxin, workedOn, A Better Tomorrow 2018]
  • A. A Better Tomorrow II
    A Better Tomorrow II is a 1987 Hong Kong action crime film directed by John Woo, known for its stylized gunplay, themes of brotherhood and loyalty, and Chow Yun-fat’s iconic dual-role performance.
  • B. A Better Tomorrow
    A Better Tomorrow is a landmark 1986 Hong Kong action film that helped define the heroic bloodshed genre and launched director John Woo and star Chow Yun-fat to international fame.
  • C. A Better Tomorrow
    "A Better Tomorrow" is a socially conscious, reflective track by the Wu-Tang Clan that emphasizes hope, unity, and overcoming struggle.
  • D. New Police Story
    New Police Story is a 2004 Hong Kong action film in the long-running Police Story franchise, starring Jackie Chan and Daniel Wu in a darker, more dramatic take on the series.
  • E. The Raid
    The Raid is a harrowing, large-scale Tatar invasion sequence in Andrei Tarkovsky’s film "Andrei Rublev," depicting the brutal sacking of a medieval Russian city.
  • 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: A Better Tomorrow 2018
Triple: [Lin Gengxin, workedOn, A Better Tomorrow 2018]
Generated description
A Better Tomorrow 2018 is a Chinese action crime film that reimagines John Woo’s classic 1986 movie, focusing on brotherhood, loyalty, and the criminal underworld.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: A Better Tomorrow 2018
Target entity description: A Better Tomorrow 2018 is a Chinese action crime film that reimagines John Woo’s classic 1986 movie, focusing on brotherhood, loyalty, and the criminal underworld.
  • A. A Better Tomorrow II
    A Better Tomorrow II is a 1987 Hong Kong action crime film directed by John Woo, known for its stylized gunplay, themes of brotherhood and loyalty, and Chow Yun-fat’s iconic dual-role performance.
  • B. A Better Tomorrow
    A Better Tomorrow is a landmark 1986 Hong Kong action film that helped define the heroic bloodshed genre and launched director John Woo and star Chow Yun-fat to international fame.
  • C. A Better Tomorrow
    "A Better Tomorrow" is a socially conscious, reflective track by the Wu-Tang Clan that emphasizes hope, unity, and overcoming struggle.
  • D. New Police Story
    New Police Story is a 2004 Hong Kong action film in the long-running Police Story franchise, starring Jackie Chan and Daniel Wu in a darker, more dramatic take on the series.
  • E. The Raid
    The Raid is a harrowing, large-scale Tatar invasion sequence in Andrei Tarkovsky’s film "Andrei Rublev," depicting the brutal sacking of a medieval Russian city.
  • 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_69d8dd05ac4c8190b1967d8f97f3fb2f completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5e34c22a08190bf34f92f727268c5 completed April 20, 2026, 8:26 a.m.
NED1 Entity disambiguation (via context triple) batch_6a05dd94ce2881909c7487971ddfe44d completed May 14, 2026, 2:35 p.m.
NEDg Description generation batch_6a05e0c9bf4c8190b748a768198d09d1 completed May 14, 2026, 2:48 p.m.
NED2 Entity disambiguation (via description) batch_6a05e147a9848190a3d0503fad7354b9 completed May 14, 2026, 2:50 p.m.
Created at: April 10, 2026, 12:04 p.m.