Triple

T9483839
Position Surface form Disambiguated ID Type / Status
Subject Singapore Hokkien E228711 entity
Predicate declineFactor P2792 FINISHED
Object Speak Mandarin Campaign
The Speak Mandarin Campaign is a Singaporean government initiative launched in 1979 to promote Mandarin Chinese as the common language among Chinese Singaporeans and reduce the use of other Chinese dialects.
 E802135 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: Speak Mandarin Campaign | Statement: [Singapore Hokkien, declineFactor, Speak Mandarin Campaign]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Speak Mandarin Campaign
Context triple: [Singapore Hokkien, declineFactor, Speak Mandarin Campaign]
  • A. Mandarin Production
    Mandarin Production is a film production company associated with Mandarin Films, known for producing and co-producing a range of international and independent movies.
  • B. RFA Mandarin Service
    RFA Mandarin Service is the Mandarin-language broadcasting and news division of Radio Free Asia, providing independent news and information to Chinese-speaking audiences.
  • C. Mandarin Chinese
    Mandarin Chinese is the most widely spoken variety of Chinese and a major world language used across mainland China, Taiwan, and many overseas Chinese communities.
  • D. Jiaoliao Mandarin
    Jiaoliao Mandarin is a regional variety of Mandarin Chinese spoken primarily in the Jiaodong and Liaodong peninsulas of northeastern China.
  • E. Singapore Hokkien
    Singapore Hokkien is a regional variety of the Hokkien Chinese language spoken in Singapore, shaped by local Malay, English, and other Chinese dialect influences.
  • 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: Speak Mandarin Campaign
Triple: [Singapore Hokkien, declineFactor, Speak Mandarin Campaign]
Generated description
The Speak Mandarin Campaign is a Singaporean government initiative launched in 1979 to promote Mandarin Chinese as the common language among Chinese Singaporeans and reduce the use of other Chinese dialects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Speak Mandarin Campaign
Target entity description: The Speak Mandarin Campaign is a Singaporean government initiative launched in 1979 to promote Mandarin Chinese as the common language among Chinese Singaporeans and reduce the use of other Chinese dialects.
  • A. Mandarin Production
    Mandarin Production is a film production company associated with Mandarin Films, known for producing and co-producing a range of international and independent movies.
  • B. RFA Mandarin Service
    RFA Mandarin Service is the Mandarin-language broadcasting and news division of Radio Free Asia, providing independent news and information to Chinese-speaking audiences.
  • C. Mandarin Chinese
    Mandarin Chinese is the most widely spoken variety of Chinese and a major world language used across mainland China, Taiwan, and many overseas Chinese communities.
  • D. Jiaoliao Mandarin
    Jiaoliao Mandarin is a regional variety of Mandarin Chinese spoken primarily in the Jiaodong and Liaodong peninsulas of northeastern China.
  • E. Singapore Hokkien
    Singapore Hokkien is a regional variety of the Hokkien Chinese language spoken in Singapore, shaped by local Malay, English, and other Chinese dialect influences.
  • 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_69ca84730a5081908de282651019bf2f completed March 30, 2026, 2:10 p.m.
NER Named-entity recognition batch_69cd804c859081908c261ad16b501f0d completed April 1, 2026, 8:30 p.m.
NED1 Entity disambiguation (via context triple) batch_69d12d0bf0c08190ab96db3eb522c91e completed April 4, 2026, 3:23 p.m.
NEDg Description generation batch_69d12df73e3c819095f69e2b61989bb1 completed April 4, 2026, 3:27 p.m.
NED2 Entity disambiguation (via description) batch_69d12e6ed8988190bd1f4b6881db5e63 completed April 4, 2026, 3:29 p.m.
Created at: March 30, 2026, 7:55 p.m.