Triple

T8414599
Position Surface form Disambiguated ID Type / Status
Subject Morris Chang E198702 entity
Predicate birthName P65 FINISHED
Object Chang Chung‑mou
Chang Chung‑mou is a Taiwanese-American engineer and entrepreneur best known as the founder of Taiwan Semiconductor Manufacturing Company (TSMC), the world’s leading dedicated semiconductor foundry.
E756557 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: Chang Chung‑mou | Statement: [Morris Chang, birthName, Chang Chung‑mou]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chang Chung‑mou
Context triple: [Morris Chang, birthName, Chang Chung‑mou]
  • A. Chang Yung-fa
    Chang Yung-fa was a Taiwanese shipping magnate and philanthropist best known as the billionaire founder of the Evergreen Group conglomerate.
  • B. Gong Hwang-cherng
    Gong Hwang-cherng was a prominent Chinese linguist known for his influential comparative and historical research on Sino-Tibetan languages and Proto-Sino-Tibetan reconstruction.
  • C. Chang Chun-hsiung
    Chang Chun-hsiung is a Taiwanese politician and lawyer who twice served as premier and was a prominent member of the Democratic Progressive Party.
  • D. Chin Ting-chang
    Chin Ting-chang is a cinematographer best known for his work on the Taiwanese historical war film "Seediq Bale."
  • E. Pai Chung-hsi
    Pai Chung-hsi is an alternate romanization of Bai Chongxi, a prominent Chinese Muslim general and political leader of the Nationalist forces in the early to mid-20th century.
  • 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: Chang Chung‑mou
Triple: [Morris Chang, birthName, Chang Chung‑mou]
Generated description
Chang Chung‑mou is a Taiwanese-American engineer and entrepreneur best known as the founder of Taiwan Semiconductor Manufacturing Company (TSMC), the world’s leading dedicated semiconductor foundry.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chang Chung‑mou
Target entity description: Chang Chung‑mou is a Taiwanese-American engineer and entrepreneur best known as the founder of Taiwan Semiconductor Manufacturing Company (TSMC), the world’s leading dedicated semiconductor foundry.
  • A. Chang Yung-fa
    Chang Yung-fa was a Taiwanese shipping magnate and philanthropist best known as the billionaire founder of the Evergreen Group conglomerate.
  • B. Gong Hwang-cherng
    Gong Hwang-cherng was a prominent Chinese linguist known for his influential comparative and historical research on Sino-Tibetan languages and Proto-Sino-Tibetan reconstruction.
  • C. Chang Chun-hsiung
    Chang Chun-hsiung is a Taiwanese politician and lawyer who twice served as premier and was a prominent member of the Democratic Progressive Party.
  • D. Chin Ting-chang
    Chin Ting-chang is a cinematographer best known for his work on the Taiwanese historical war film "Seediq Bale."
  • E. Pai Chung-hsi
    Pai Chung-hsi is an alternate romanization of Bai Chongxi, a prominent Chinese Muslim general and political leader of the Nationalist forces in the early to mid-20th century.
  • 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_69ca831201b481909e137936ef99ff11 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cb83e328cc8190b3b038005d0bb66f completed March 31, 2026, 8:20 a.m.
NED1 Entity disambiguation (via context triple) batch_69cf512d294c8190bed7e37991d237c1 completed April 3, 2026, 5:33 a.m.
NEDg Description generation batch_69cf540bee8081908f9c176a1971742f completed April 3, 2026, 5:45 a.m.
NED2 Entity disambiguation (via description) batch_69cf54a056408190bd536f79e3ec33be completed April 3, 2026, 5:48 a.m.
Created at: March 30, 2026, 6:06 p.m.