Triple

T13320234
Position Surface form Disambiguated ID Type / Status
Subject ATI Technologies E317294 entity
Predicate foundedBy P104 FINISHED
Object Benny Lau
Benny Lau is a technology entrepreneur best known as a founder of ATI Technologies, a pioneering company in the graphics processing industry.
E1033651 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: Benny Lau | Statement: [ATI Technologies, foundedBy, Benny Lau]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Benny Lau
Context triple: [ATI Technologies, foundedBy, Benny Lau]
  • A. Norman Chan
    Norman Chan is a Hong Kong banker and civil servant best known for serving as Chief Executive of the Hong Kong Monetary Authority.
  • B. Raymond Chow
    Raymond Chow was a prominent Hong Kong film producer best known for founding Golden Harvest and helping launch the international careers of Bruce Lee and Jackie Chan.
  • C. Gerald Chan
    Gerald Chan is a Hong Kong-born American billionaire investor and philanthropist known for major donations to Harvard University and leadership of the Morningside Group.
  • D. Chan Kwong-wing
    Chan Kwong-wing is a Hong Kong film composer best known for his scores for acclaimed movies such as the Infernal Affairs trilogy.
  • E. Charles Lai
    Charles Lai is a community leader and cultural advocate best known for co-founding the Museum of Chinese in America, which preserves and presents the history and experiences of Chinese Americans.
  • 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: Benny Lau
Triple: [ATI Technologies, foundedBy, Benny Lau]
Generated description
Benny Lau is a technology entrepreneur best known as a founder of ATI Technologies, a pioneering company in the graphics processing industry.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Benny Lau
Target entity description: Benny Lau is a technology entrepreneur best known as a founder of ATI Technologies, a pioneering company in the graphics processing industry.
  • A. Norman Chan
    Norman Chan is a Hong Kong banker and civil servant best known for serving as Chief Executive of the Hong Kong Monetary Authority.
  • B. Raymond Chow
    Raymond Chow was a prominent Hong Kong film producer best known for founding Golden Harvest and helping launch the international careers of Bruce Lee and Jackie Chan.
  • C. Gerald Chan
    Gerald Chan is a Hong Kong-born American billionaire investor and philanthropist known for major donations to Harvard University and leadership of the Morningside Group.
  • D. Chan Kwong-wing
    Chan Kwong-wing is a Hong Kong film composer best known for his scores for acclaimed movies such as the Infernal Affairs trilogy.
  • E. Charles Lai
    Charles Lai is a community leader and cultural advocate best known for co-founding the Museum of Chinese in America, which preserves and presents the history and experiences of Chinese Americans.
  • 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_69d806b4d62c81908d4ced1665414be5 completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d990faa95481908a7fd297959c062e completed April 11, 2026, 12:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69f716ee695c81909ffeeb0901ee66c1 completed May 3, 2026, 9:35 a.m.
NEDg Description generation batch_69f717f4d80c8190a1a95c0f2c83c563 completed May 3, 2026, 9:40 a.m.
NED2 Entity disambiguation (via description) batch_69f718b852808190a2a0fb48424bffb0 completed May 3, 2026, 9:43 a.m.
Created at: April 9, 2026, 9:29 p.m.