Triple

T11870873
Position Surface form Disambiguated ID Type / Status
Subject Tainan Station (TRA) E282402 entity
Predicate hasService P182 FINISHED
Object Fu-Hsing Semi Express
Fu-Hsing Semi Express was a former class of semi-express passenger trains operated by the Taiwan Railways Administration, providing mid-speed intercity service across Taiwan.
E951128 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: Fu-Hsing Semi Express | Statement: [Tainan Station (TRA), hasService, Fu-Hsing Semi Express]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fu-Hsing Semi Express
Context triple: [Tainan Station (TRA), hasService, Fu-Hsing Semi Express]
  • A. Zhongxiao Fuxing
    Zhongxiao Fuxing is a key Taipei Metro station in central Taipei that serves as a busy transfer hub between multiple subway lines and a gateway to nearby commercial and shopping districts.
  • B. Hengchi
    Hengchi is an electric vehicle brand developed by the Chinese conglomerate Evergrande Group as part of its push into the new energy automotive industry.
  • C. Yongqi
    Yongqi was a Qing dynasty imperial prince, noted as one of the most talented sons of the Qianlong Emperor before his early death.
  • D. Tatung
    Tatung are spirit-medium performers in Indonesian Chinese culture, especially prominent during Cap Go Meh celebrations, who enter trance states to carry out acts of ritual protection and blessing.
  • E. Xiantong
    Xiantong was the reign era name used by Emperor Xizong during a late period of the Tang dynasty in China.
  • 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: Fu-Hsing Semi Express
Triple: [Tainan Station (TRA), hasService, Fu-Hsing Semi Express]
Generated description
Fu-Hsing Semi Express was a former class of semi-express passenger trains operated by the Taiwan Railways Administration, providing mid-speed intercity service across Taiwan.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fu-Hsing Semi Express
Target entity description: Fu-Hsing Semi Express was a former class of semi-express passenger trains operated by the Taiwan Railways Administration, providing mid-speed intercity service across Taiwan.
  • A. Zhongxiao Fuxing
    Zhongxiao Fuxing is a key Taipei Metro station in central Taipei that serves as a busy transfer hub between multiple subway lines and a gateway to nearby commercial and shopping districts.
  • B. Hengchi
    Hengchi is an electric vehicle brand developed by the Chinese conglomerate Evergrande Group as part of its push into the new energy automotive industry.
  • C. Yongqi
    Yongqi was a Qing dynasty imperial prince, noted as one of the most talented sons of the Qianlong Emperor before his early death.
  • D. Tatung
    Tatung are spirit-medium performers in Indonesian Chinese culture, especially prominent during Cap Go Meh celebrations, who enter trance states to carry out acts of ritual protection and blessing.
  • E. Xiantong
    Xiantong was the reign era name used by Emperor Xizong during a late period of the Tang dynasty in China.
  • 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_69d6ab2945d081908a5851c916cbcfb5 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d8be15fb2481908f514781ce2c617f completed April 10, 2026, 9:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69f281b0969c8190a8c0a01ca292cc84 completed April 29, 2026, 10:09 p.m.
NEDg Description generation batch_69f28a92ac90819092eef473a49d329e completed April 29, 2026, 10:47 p.m.
NED2 Entity disambiguation (via description) batch_69f28c462d888190a43e042b00921dbe completed April 29, 2026, 10:55 p.m.
Created at: April 8, 2026, 9:43 p.m.