Triple
T14614158
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Liang |
E343037
|
entity |
| Predicate | hasNotableBearer |
P458
|
FINISHED |
| Object |
Liang Wern Fook
Liang Wern Fook is a prominent Singaporean xinyao pioneer, songwriter, and Chinese-language poet known for his influential contributions to Singapore’s Mandarin music and literature.
|
E1111307
|
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: Liang Wern Fook | Statement: [Liang, hasNotableBearer, Liang Wern Fook]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Liang Wern Fook Context triple: [Liang, hasNotableBearer, Liang Wern Fook]
-
A.
Goh Swee Chen
Goh Swee Chen is a Singaporean business leader known for her senior executive roles in multinational corporations and contributions to corporate governance and public service.
-
B.
Chew Chee Kin
Chew Chee Kin is a prominent Malaysian business executive known for his leadership role within the diversified conglomerate Sunway Group.
-
C.
Goh Cheng Liang
Goh Cheng Liang is a Singaporean billionaire businessman best known as the founder of Wuthelam Holdings, a major paints and coatings company with significant ties to Nippon Paint.
-
D.
Chow Ching Lie
Chow Ching Lie is a Chinese-born French pianist and author known for her autobiographical works depicting her life between Chinese tradition and Western culture.
-
E.
Chan Sek Keong
Chan Sek Keong is a prominent Singaporean jurist who served as the country’s third Chief Justice and played a key role in shaping its modern legal system.
- 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: Liang Wern Fook Triple: [Liang, hasNotableBearer, Liang Wern Fook]
Generated description
Liang Wern Fook is a prominent Singaporean xinyao pioneer, songwriter, and Chinese-language poet known for his influential contributions to Singapore’s Mandarin music and literature.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Liang Wern Fook Target entity description: Liang Wern Fook is a prominent Singaporean xinyao pioneer, songwriter, and Chinese-language poet known for his influential contributions to Singapore’s Mandarin music and literature.
-
A.
Goh Swee Chen
Goh Swee Chen is a Singaporean business leader known for her senior executive roles in multinational corporations and contributions to corporate governance and public service.
-
B.
Chew Chee Kin
Chew Chee Kin is a prominent Malaysian business executive known for his leadership role within the diversified conglomerate Sunway Group.
-
C.
Goh Cheng Liang
Goh Cheng Liang is a Singaporean billionaire businessman best known as the founder of Wuthelam Holdings, a major paints and coatings company with significant ties to Nippon Paint.
-
D.
Chow Ching Lie
Chow Ching Lie is a Chinese-born French pianist and author known for her autobiographical works depicting her life between Chinese tradition and Western culture.
-
E.
Chan Sek Keong
Chan Sek Keong is a prominent Singaporean jurist who served as the country’s third Chief Justice and played a key role in shaping its modern legal system.
- 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_69d822dec68081908c2553145c4051dc |
completed | April 9, 2026, 10:06 p.m. |
| NER | Named-entity recognition | batch_69deb45264988190a1df13e8b54a85bd |
completed | April 14, 2026, 9:40 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fda92110e88190af47b713dd24520b |
completed | May 8, 2026, 9:13 a.m. |
| NEDg | Description generation | batch_69fdb35a57f08190a2d3fe426185bc31 |
completed | May 8, 2026, 9:56 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fdb400e08081908d0a782908ba5459 |
completed | May 8, 2026, 9:59 a.m. |
Created at: April 10, 2026, 1:25 a.m.