Triple

T8414629
Position Surface form Disambiguated ID Type / Status
Subject Morris Chang E198702 entity
Predicate spouse P13 FINISHED
Object Sophie Chang
Sophie Chang is best known as the wife of Morris Chang, the influential founder of Taiwan Semiconductor Manufacturing Company (TSMC).
 E732958 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: Sophie Chang | Statement: [Morris Chang, spouse, Sophie Chang]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Sophie Chang
Context triple: [Morris Chang, spouse, Sophie Chang]
  • A. Christina Chang
    Christina Chang is a Taiwanese-American actress best known for her role as Dr. Audrey Lim on the medical drama series "The Good Doctor."
  • B. Sophia Young
    Sophia Young is a retired WNBA forward best known as a multi-time All-Star and franchise cornerstone of the San Antonio Silver Stars.
  • C. Julia Cho
    Julia Cho is an American playwright and screenwriter known for her work on stage and in film, including co-writing Pixar’s animated feature "Turning Red."
  • D. Billie Tsien
    Billie Tsien is an American architect renowned for her thoughtful, materially rich institutional and cultural buildings, often designed in collaboration with her partner Tod Williams.
  • E. Kelsey Chow
    Kelsey Chow is an American actress best known for her roles on the Disney XD series "Pair of Kings" and the television drama "Yellowstone," where she is credited as Kelsey Asbille.
  • 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: Sophie Chang
Triple: [Morris Chang, spouse, Sophie Chang]
Generated description
Sophie Chang is best known as the wife of Morris Chang, the influential founder of Taiwan Semiconductor Manufacturing Company (TSMC).
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Sophie Chang
Target entity description: Sophie Chang is best known as the wife of Morris Chang, the influential founder of Taiwan Semiconductor Manufacturing Company (TSMC).
  • A. Christina Chang
    Christina Chang is a Taiwanese-American actress best known for her role as Dr. Audrey Lim on the medical drama series "The Good Doctor."
  • B. Sophia Young
    Sophia Young is a retired WNBA forward best known as a multi-time All-Star and franchise cornerstone of the San Antonio Silver Stars.
  • C. Julia Cho
    Julia Cho is an American playwright and screenwriter known for her work on stage and in film, including co-writing Pixar’s animated feature "Turning Red."
  • D. Billie Tsien
    Billie Tsien is an American architect renowned for her thoughtful, materially rich institutional and cultural buildings, often designed in collaboration with her partner Tod Williams.
  • E. Kelsey Chow
    Kelsey Chow is an American actress best known for her roles on the Disney XD series "Pair of Kings" and the television drama "Yellowstone," where she is credited as Kelsey Asbille.
  • 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_69ce032a25ec819094c6346eb2a7f973 completed April 2, 2026, 5:48 a.m.
NEDg Description generation batch_69ce0781859c8190bb92f41c00af459b completed April 2, 2026, 6:06 a.m.
NED2 Entity disambiguation (via description) batch_69ce089d09c08190ba321aed4044a862 completed April 2, 2026, 6:11 a.m.
Created at: March 30, 2026, 6:06 p.m.