Triple

T8385000
Position Surface form Disambiguated ID Type / Status
Subject Infernal Affairs E197793 entity
Predicate editor P1954 FINISHED
Object Danny Pang
Danny Pang is a Hong Kong film editor and director best known as one half of the Pang Brothers, noted for stylish thrillers and horror films such as "The Eye."
 E731779 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: Danny Pang | Statement: [Infernal Affairs, editor, Danny Pang]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Danny Pang
Context triple: [Infernal Affairs, editor, Danny Pang]
  • A. Jerry Chen
    Jerry Chen is a prominent venture capitalist and general partner at Greylock Partners, known for investing in enterprise software and infrastructure startups.
  • B. Stephen Wang
    Stephen Wang is an entrepreneur best known as a co-founder of the film and television review aggregation website Rotten Tomatoes.
  • C. Roger Yuan
    Roger Yuan is an American martial artist, fight choreographer, and actor known for his roles and stunt work in numerous action films.
  • D. Johnny Chiang
    Johnny Chiang is a Taiwanese politician who has served as a prominent leader within the Kuomintang (KMT) party and as a legislator in Taiwan’s Legislative Yuan.
  • E. Wai Ching Ho
    Wai Ching Ho is a Chinese-American actress known for her character roles in film and television, including work in major Hollywood productions and voice acting in animated features.
  • 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: Danny Pang
Triple: [Infernal Affairs, editor, Danny Pang]
Generated description
Danny Pang is a Hong Kong film editor and director best known as one half of the Pang Brothers, noted for stylish thrillers and horror films such as "The Eye."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Danny Pang
Target entity description: Danny Pang is a Hong Kong film editor and director best known as one half of the Pang Brothers, noted for stylish thrillers and horror films such as "The Eye."
  • A. Jerry Chen
    Jerry Chen is a prominent venture capitalist and general partner at Greylock Partners, known for investing in enterprise software and infrastructure startups.
  • B. Stephen Wang
    Stephen Wang is an entrepreneur best known as a co-founder of the film and television review aggregation website Rotten Tomatoes.
  • C. Roger Yuan
    Roger Yuan is an American martial artist, fight choreographer, and actor known for his roles and stunt work in numerous action films.
  • D. Johnny Chiang
    Johnny Chiang is a Taiwanese politician who has served as a prominent leader within the Kuomintang (KMT) party and as a legislator in Taiwan’s Legislative Yuan.
  • E. Wai Ching Ho
    Wai Ching Ho is a Chinese-American actress known for her character roles in film and television, including work in major Hollywood productions and voice acting in animated features.
  • 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_69ce02c0664481908f3c79246350a248 completed April 2, 2026, 5:46 a.m.
NEDg Description generation batch_69ce064211e48190b558d4355be659ba completed April 2, 2026, 6:01 a.m.
NED2 Entity disambiguation (via description) batch_69ce07a390048190ac26a7e3d3d561e0 completed April 2, 2026, 6:07 a.m.
Created at: March 30, 2026, 6:02 p.m.