Triple

T3605042
Position Surface form Disambiguated ID Type / Status
Subject City of Cambridge government E76348 entity
Predicate hasDepartment P35 FINISHED
Object Cambridge Community Development Department
Cambridge Community Development Department is the city agency responsible for planning, zoning, housing, economic development, and sustainability initiatives in Cambridge, Massachusetts.
 E76348 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: Cambridge Community Development Department | Statement: [City of Cambridge government, hasDepartment, Cambridge Community Development Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Cambridge Community Development Department
Context triple: [City of Cambridge government, hasDepartment, Cambridge Community Development Department]
  • A. City of Cambridge government
    The City of Cambridge government is the municipal authority responsible for administering public services, local policies, and regulations for Cambridge, Massachusetts.
  • B. Cambridge City Council
    Cambridge City Council is the municipal governing body responsible for setting local policies, passing bylaws, and overseeing city services in Cambridge, Ontario.
  • C. Cambridge City Council
    Cambridge City Council is the local authority responsible for providing municipal services and administering local governance for the city of Cambridge in England.
  • D. Cambridge Service Alliance
    Cambridge Service Alliance is a University of Cambridge research and practice partnership focused on advancing service innovation, design, and management across industries.
  • E. North West Cambridge Development
    North West Cambridge Development is a major mixed-use expansion of the University of Cambridge, providing new housing, academic facilities, and community amenities on the northwest edge of 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: Cambridge Community Development Department
Triple: [City of Cambridge government, hasDepartment, Cambridge Community Development Department]
Generated description
Cambridge Community Development Department is the city agency responsible for planning, zoning, housing, economic development, and sustainability initiatives in Cambridge, Massachusetts.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Cambridge Community Development Department
Target entity description: Cambridge Community Development Department is the city agency responsible for planning, zoning, housing, economic development, and sustainability initiatives in Cambridge, Massachusetts.
  • A. City of Cambridge government chosen
    The City of Cambridge government is the municipal authority responsible for administering public services, local policies, and regulations for Cambridge, Massachusetts.
  • B. Cambridge City Council
    Cambridge City Council is the municipal governing body responsible for setting local policies, passing bylaws, and overseeing city services in Cambridge, Ontario.
  • C. Cambridge City Council
    Cambridge City Council is the local authority responsible for providing municipal services and administering local governance for the city of Cambridge in England.
  • D. Cambridge Service Alliance
    Cambridge Service Alliance is a University of Cambridge research and practice partnership focused on advancing service innovation, design, and management across industries.
  • E. North West Cambridge Development
    North West Cambridge Development is a major mixed-use expansion of the University of Cambridge, providing new housing, academic facilities, and community amenities on the northwest edge of the city.
  • F. None of above.

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_69ad85d93dcc819094fba90cf70f4996 completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adc1e1f9188190b481c26b7f561db7 completed March 8, 2026, 6:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69b40320a0308190b2f358fe1488ed98 completed March 13, 2026, 12:29 p.m.
NEDg Description generation batch_69b4041bc85c8190948b7e47aef0e0d0 completed March 13, 2026, 12:33 p.m.
NED2 Entity disambiguation (via description) batch_69b408778220819086935bfa9c0dd4fd completed March 13, 2026, 12:52 p.m.
Created at: March 8, 2026, 3:22 p.m.