Triple

T16586595
Position Surface form Disambiguated ID Type / Status
Subject Natick Center station E402972 entity
Predicate zone P2160 FINISHED
Object MBTA Zone 4
MBTA Zone 4 is a commuter rail fare zone in the Massachusetts Bay Transportation Authority system that covers suburban stations located a moderate distance from downtown Boston, such as Natick Center.
E1221706 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: MBTA Zone 4 | Statement: [Natick Center station, zone, MBTA Zone 4]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: MBTA Zone 4
Context triple: [Natick Center station, zone, MBTA Zone 4]
  • A. MBTA Zone 1
    MBTA Zone 1 is a commuter rail fare zone in the Massachusetts Bay Transportation Authority system that covers near-suburban stations just outside central Boston.
  • B. MBTA Commuter Rail Zone 6
    MBTA Commuter Rail Zone 6 is a fare zone in the Greater Boston regional rail system used to determine ticket prices for trips between outer suburban stations and central Boston.
  • C. MBTA Commuter Rail Zone 1A
    MBTA Commuter Rail Zone 1A is the innermost fare zone of the Boston-area commuter rail system, covering central city stations with the lowest commuter rail fares.
  • D. MBTA Fairmount Line
    The MBTA Fairmount Line is a commuter rail service in Boston, Massachusetts, connecting several neighborhoods in the city’s southern corridor to downtown.
  • E. MBTA Mattapan Line
    The MBTA Mattapan Line is a light rail trolley service in the Boston area that operates historic streetcars between Ashmont Station and Mattapan, serving neighborhoods in Boston and Milton.
  • 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: MBTA Zone 4
Triple: [Natick Center station, zone, MBTA Zone 4]
Generated description
MBTA Zone 4 is a commuter rail fare zone in the Massachusetts Bay Transportation Authority system that covers suburban stations located a moderate distance from downtown Boston, such as Natick Center.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: MBTA Zone 4
Target entity description: MBTA Zone 4 is a commuter rail fare zone in the Massachusetts Bay Transportation Authority system that covers suburban stations located a moderate distance from downtown Boston, such as Natick Center.
  • A. MBTA Zone 1
    MBTA Zone 1 is a commuter rail fare zone in the Massachusetts Bay Transportation Authority system that covers near-suburban stations just outside central Boston.
  • B. MBTA Commuter Rail Zone 6
    MBTA Commuter Rail Zone 6 is a fare zone in the Greater Boston regional rail system used to determine ticket prices for trips between outer suburban stations and central Boston.
  • C. MBTA Commuter Rail Zone 1A
    MBTA Commuter Rail Zone 1A is the innermost fare zone of the Boston-area commuter rail system, covering central city stations with the lowest commuter rail fares.
  • D. MBTA Fairmount Line
    The MBTA Fairmount Line is a commuter rail service in Boston, Massachusetts, connecting several neighborhoods in the city’s southern corridor to downtown.
  • E. MBTA Mattapan Line
    The MBTA Mattapan Line is a light rail trolley service in the Boston area that operates historic streetcars between Ashmont Station and Mattapan, serving neighborhoods in Boston and Milton.
  • 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_69d88387363c8190a97a0c942130de97 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e3599cbc448190bc80eef4ad58eb41 completed April 18, 2026, 10:14 a.m.
NED1 Entity disambiguation (via context triple) batch_6a006ef4f17c819095b3c6f8644b687b completed May 10, 2026, 11:41 a.m.
NEDg Description generation batch_6a006fd574a4819099d12f36addaca24 completed May 10, 2026, 11:45 a.m.
NED2 Entity disambiguation (via description) batch_6a0070bb150881908f9d62b3ba2f4b1d completed May 10, 2026, 11:49 a.m.
Created at: April 10, 2026, 5:16 a.m.