Triple

T21013317
Position Surface form Disambiguated ID Type / Status
Subject EMS E517606 entity
Predicate employs P7 FINISHED
Object Emergency medical technicians
Emergency medical technicians are trained healthcare professionals who provide urgent pre-hospital medical care and transportation to patients in emergency situations.
E1461738 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: Emergency medical technicians | Statement: [EMS, employs, Emergency medical technicians]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Emergency medical technicians
Context triple: [EMS, employs, Emergency medical technicians]
  • A. Paramedics
    "Paramedics" is a song featured on The Game's hip-hop record *The R.E.D. Album*.
  • B. Emergency Medical Services
    Emergency Medical Services are specialized healthcare and transport services that provide urgent medical care and rapid response to emergencies outside of hospital settings.
  • C. EMT
    EMT is the station code used to identify East Maitland railway station in New South Wales, Australia.
  • D. emergency medical services division
    The emergency medical services division is the branch of the Plymouth Fire Department responsible for providing pre-hospital medical care and ambulance transport to the community.
  • E. Emergency Medical Services Division
    The Emergency Medical Services Division is the branch of the Chicago Fire Department responsible for providing pre-hospital emergency medical care and ambulance transport throughout the city.
  • 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: Emergency medical technicians
Triple: [EMS, employs, Emergency medical technicians]
Generated description
Emergency medical technicians are trained healthcare professionals who provide urgent pre-hospital medical care and transportation to patients in emergency situations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Emergency medical technicians
Target entity description: Emergency medical technicians are trained healthcare professionals who provide urgent pre-hospital medical care and transportation to patients in emergency situations.
  • A. Paramedics
    "Paramedics" is a song featured on The Game's hip-hop record *The R.E.D. Album*.
  • B. Emergency Medical Services
    Emergency Medical Services are specialized healthcare and transport services that provide urgent medical care and rapid response to emergencies outside of hospital settings.
  • C. EMT
    EMT is the station code used to identify East Maitland railway station in New South Wales, Australia.
  • D. emergency medical services division
    The emergency medical services division is the branch of the Plymouth Fire Department responsible for providing pre-hospital medical care and ambulance transport to the community.
  • E. Emergency Medical Services Division
    The Emergency Medical Services Division is the branch of the Chicago Fire Department responsible for providing pre-hospital emergency medical care and ambulance transport throughout the city.
  • 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_69e0b50192308190a284fcc89dd23a49 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e6fc41d57881908b9ab17d1844a8d0 completed April 21, 2026, 4:25 a.m.
NED1 Entity disambiguation (via context triple) batch_6a093b6369fc81909ff15a48a8a640e2 completed May 17, 2026, 3:52 a.m.
NEDg Description generation batch_6a093ed7f68c8190b175251a158cbcc1 completed May 17, 2026, 4:06 a.m.
NED2 Entity disambiguation (via description) batch_6a093f3ba1f88190ae07076c83bd0517 completed May 17, 2026, 4:08 a.m.
Created at: April 16, 2026, 1:54 p.m.