Triple

T2054417
Position Surface form Disambiguated ID Type / Status
Subject Hokkien language E45641 entity
Predicate hasDialect P4251 FINISHED
Object Penang Hokkien
Penang Hokkien is a distinctive variety of Hokkien spoken in Penang, Malaysia, notable for its heavy incorporation of Malay and English loanwords and its role as a key lingua franca among local Chinese communities.
E235326 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: Penang Hokkien | Statement: [Hokkien language, hasDialect, Penang Hokkien]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Penang Hokkien
Context triple: [Hokkien language, hasDialect, Penang Hokkien]
  • A. Taiwanese Hokkien
    Taiwanese Hokkien is a Southern Min Chinese language variety widely spoken in Taiwan, where it serves as a major vernacular and cultural language alongside Mandarin.
  • B. Taiwanese Hakka
    Taiwanese Hakka is a variety of the Hakka Chinese language spoken primarily by Hakka communities in Taiwan, characterized by distinct phonological and lexical features compared to other Hakka dialects.
  • C. 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.
  • D. Philippine Hokkien
    Philippine Hokkien is a regional variety of the Hokkien Chinese language spoken primarily by Chinese Filipinos, characterized by influences from Tagalog, English, and Spanish.
  • E. Teochew
    Teochew is a Southern Min Chinese dialect originating from the Chaoshan region of Guangdong, widely spoken in overseas Chinese communities across Southeast Asia.
  • 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: Penang Hokkien
Triple: [Hokkien language, hasDialect, Penang Hokkien]
Generated description
Penang Hokkien is a distinctive variety of Hokkien spoken in Penang, Malaysia, notable for its heavy incorporation of Malay and English loanwords and its role as a key lingua franca among local Chinese communities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Penang Hokkien
Target entity description: Penang Hokkien is a distinctive variety of Hokkien spoken in Penang, Malaysia, notable for its heavy incorporation of Malay and English loanwords and its role as a key lingua franca among local Chinese communities.
  • A. Taiwanese Hokkien
    Taiwanese Hokkien is a Southern Min Chinese language variety widely spoken in Taiwan, where it serves as a major vernacular and cultural language alongside Mandarin.
  • B. Taiwanese Hakka
    Taiwanese Hakka is a variety of the Hakka Chinese language spoken primarily by Hakka communities in Taiwan, characterized by distinct phonological and lexical features compared to other Hakka dialects.
  • C. 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.
  • D. Philippine Hokkien
    Philippine Hokkien is a regional variety of the Hokkien Chinese language spoken primarily by Chinese Filipinos, characterized by influences from Tagalog, English, and Spanish.
  • E. Teochew
    Teochew is a Southern Min Chinese dialect originating from the Chaoshan region of Guangdong, widely spoken in overseas Chinese communities across Southeast Asia.
  • 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_69a8891a19508190a12ef1e192308dcb completed March 4, 2026, 7:33 p.m.
NER Named-entity recognition batch_69abb9a8518081909ba95a8ef9321f12 completed March 7, 2026, 5:37 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae305036d481908120f74426d02ed5 completed March 9, 2026, 2:28 a.m.
NEDg Description generation batch_69ae31e8373881908feebeff7efb6852 completed March 9, 2026, 2:35 a.m.
NED2 Entity disambiguation (via description) batch_69ae328efda081908f2188ef3186ebad completed March 9, 2026, 2:38 a.m.
Created at: March 4, 2026, 7:40 p.m.