Triple

T22031677
Position Surface form Disambiguated ID Type / Status
Subject Tsui Hark E544101 entity
Predicate directed P7373 FINISHED
Object A Better Tomorrow III
A Better Tomorrow III is a 1989 Hong Kong action film that serves as a prequel to the iconic A Better Tomorrow series, exploring the origins of its characters against the backdrop of the Vietnam War.
 E1515743 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 III | Statement: [Tsui Hark, directed, A Better Tomorrow III]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: A Better Tomorrow III
Context triple: [Tsui Hark, directed, A Better Tomorrow III]
  • 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. 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.
  • E. Police Story 3: Supercop
    Police Story 3: Supercop is a 1992 Hong Kong action-comedy film starring Jackie Chan and Michelle Yeoh, renowned for its elaborate stunts and high-energy martial arts sequences.
  • 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 III
Triple: [Tsui Hark, directed, A Better Tomorrow III]
Generated description
A Better Tomorrow III is a 1989 Hong Kong action film that serves as a prequel to the iconic A Better Tomorrow series, exploring the origins of its characters against the backdrop of the Vietnam War.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: A Better Tomorrow III
Target entity description: A Better Tomorrow III is a 1989 Hong Kong action film that serves as a prequel to the iconic A Better Tomorrow series, exploring the origins of its characters against the backdrop of the Vietnam War.
  • 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 socially conscious, reflective track by the Wu-Tang Clan that emphasizes hope, unity, and overcoming struggle.
  • C. 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.
  • D. 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.
  • E. Police Story 3: Supercop
    Police Story 3: Supercop is a 1992 Hong Kong action-comedy film starring Jackie Chan and Michelle Yeoh, renowned for its elaborate stunts and high-energy martial arts sequences.
  • 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_69e11e2f98c8819083e11eab90942a78 completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f127edd5b48190a9aeb2840105c181 completed April 28, 2026, 9:34 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a7b67c9108190ada69a65c85dc282 completed May 18, 2026, 2:37 a.m.
NEDg Description generation batch_6a0a7d125a788190bf1bc501956be1d9 completed May 18, 2026, 2:44 a.m.
NED2 Entity disambiguation (via description) batch_6a0a7de9ca508190b6e74fb62a9cd1bc completed May 18, 2026, 2:48 a.m.
Created at: April 16, 2026, 8:24 p.m.