Triple

T38091597
Position Surface form Disambiguated ID Type / Status
Subject Fu-Hsing Semi Express E951128 entity
Predicate serviceLevelComparedTo P195176 FINISHED
Object slower than Tze-Chiang Limited Express
Fu-Hsing Semi Express is a former class of intercity passenger trains in Taiwan that offered mid-range speed and comfort on the Taiwan Railways Administration network.
 E2254150 NE FINISHED

How this triple was built (3 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: slower than Tze-Chiang Limited Express | Statement: [Fu-Hsing Semi Express, serviceLevelComparedTo, slower than Tze-Chiang Limited Express]
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: slower than Tze-Chiang Limited Express
Triple: [Fu-Hsing Semi Express, serviceLevelComparedTo, slower than Tze-Chiang Limited Express]
Generated description
Fu-Hsing Semi Express is a former class of intercity passenger trains in Taiwan that offered mid-range speed and comfort on the Taiwan Railways Administration network.
PD Predicate disambiguation gpt-5-mini-2025-08-07 
Target predicate: serviceLevelComparedTo
Context triple: [Fu-Hsing Semi Express, serviceLevelComparedTo, slower than Tze-Chiang Limited Express]
  • A. serviceLevelComparedToRB
    Indicates how the service level of one entity compares to a defined reference baseline (RB), such as being higher, lower, or equal.
  • B. serviceLevelComparedToRegional
    Indicates how the service level of one entity compares to the typical or average service level within its surrounding region.
  • C. serviceLevel
    Indicates the degree or quality of service provided or received in the relationship between entities.
  • D. serviceLevelComparedToIntercity
    Indicates how the level or quality of a given service compares to that of an intercity service.
  • E. serviceLevelComparedToConventionalExpress
    Indicates how the service level of one option compares to that of conventional express services.
  • F. None of above. chosen

Provenance (7 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_69f76f04960c8190a83f14ae4c67f5bc completed May 3, 2026, 3:51 p.m.
NER Named-entity recognition batch_69fda94697c4819081291967202248be completed May 8, 2026, 9:13 a.m.
NED1 Entity disambiguation (via context triple) batch_6a415d522b188190be40970580f83946 completed June 28, 2026, 5:43 p.m.
NEDg Description generation batch_6a415dcfde888190956fb3224e950f4e completed June 28, 2026, 5:45 p.m.
NED2 Entity disambiguation (via description) batch_6a415e51d2708190b648410e39c49c30 completed June 28, 2026, 5:48 p.m.
PD Predicate disambiguation batch_69fda5973fcc8190a57daef31fb70a49 completed May 8, 2026, 8:57 a.m.
PDg Predicate description generation batch_69fda945e1e08190bf923fcd4d2c548a completed May 8, 2026, 9:13 a.m.
Created at: May 3, 2026, 4:21 p.m.