Triple

T8385015
Position Surface form Disambiguated ID Type / Status
Subject Infernal Affairs E197793 entity
Predicate character P662 FINISHED
Object Lau Kin-ming
Lau Kin-ming is a central character in the Hong Kong crime thriller "Infernal Affairs," portrayed as a triad mole who infiltrates the police force while struggling with his divided loyalties and identity.
E743471 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: Lau Kin-ming | Statement: [Infernal Affairs, character, Lau Kin-ming]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lau Kin-ming
Context triple: [Infernal Affairs, character, Lau Kin-ming]
  • A. Tony Leung Chiu-wai
    Tony Leung Chiu-wai is an acclaimed Hong Kong actor renowned for his nuanced performances in films by directors like Wong Kar-wai and for being one of Asian cinema’s most respected leading men.
  • B. Yu Lik-wai
    Yu Lik-wai is a Hong Kong cinematographer and film director best known for his long-time collaboration with Chinese auteur Jia Zhangke on critically acclaimed art-house films.
  • C. Zhang Hanyu
    Zhang Hanyu is a Chinese actor known for his powerful performances in films such as "Assembly" and "The Taking of Tiger Mountain."
  • D. Andy Lau
    Andy Lau is a renowned Hong Kong actor and Cantopop singer, widely regarded as one of the most successful and influential stars in the Chinese entertainment industry.
  • E. Chow Yun-fat
    Chow Yun-fat is a renowned Hong Kong actor celebrated for his charismatic performances in action and drama films such as "A Better Tomorrow" and "Crouching Tiger, Hidden Dragon."
  • 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: Lau Kin-ming
Triple: [Infernal Affairs, character, Lau Kin-ming]
Generated description
Lau Kin-ming is a central character in the Hong Kong crime thriller "Infernal Affairs," portrayed as a triad mole who infiltrates the police force while struggling with his divided loyalties and identity.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lau Kin-ming
Target entity description: Lau Kin-ming is a central character in the Hong Kong crime thriller "Infernal Affairs," portrayed as a triad mole who infiltrates the police force while struggling with his divided loyalties and identity.
  • A. Tony Leung Chiu-wai
    Tony Leung Chiu-wai is an acclaimed Hong Kong actor renowned for his nuanced performances in films by directors like Wong Kar-wai and for being one of Asian cinema’s most respected leading men.
  • B. Yu Lik-wai
    Yu Lik-wai is a Hong Kong cinematographer and film director best known for his long-time collaboration with Chinese auteur Jia Zhangke on critically acclaimed art-house films.
  • C. Zhang Hanyu
    Zhang Hanyu is a Chinese actor known for his powerful performances in films such as "Assembly" and "The Taking of Tiger Mountain."
  • D. Andy Lau
    Andy Lau is a renowned Hong Kong actor and Cantopop singer, widely regarded as one of the most successful and influential stars in the Chinese entertainment industry.
  • E. Chow Yun-fat
    Chow Yun-fat is a renowned Hong Kong actor celebrated for his charismatic performances in action and drama films such as "A Better Tomorrow" and "Crouching Tiger, Hidden Dragon."
  • 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_69ca82f749388190bffbea6dfb509016 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb80e03eb08190a458c9caa0524e0f completed March 31, 2026, 8:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69ce889d38508190977b112db0253606 completed April 2, 2026, 3:17 p.m.
NEDg Description generation batch_69ce8c9727208190adf14e7d2ba7af17 completed April 2, 2026, 3:34 p.m.
NED2 Entity disambiguation (via description) batch_69ce8d595d80819093a1b849bcb3c7c7 completed April 2, 2026, 3:38 p.m.
Created at: March 30, 2026, 6:02 p.m.