Triple

T2928021
Position Surface form Disambiguated ID Type / Status
Subject Houston–The Woodlands–Sugar Land metropolitan area E78892 entity
Predicate containsCity P294 FINISHED
Object Stafford, Texas
Stafford, Texas is a small suburban city in Fort Bend and Harris counties known for its proximity to Houston and its unique absence of a municipal property tax.
E312220 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: Stafford, Texas | Statement: [Houston–The Woodlands–Sugar Land metropolitan area, containsCity, Stafford, Texas]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Stafford, Texas
Context triple: [Houston–The Woodlands–Sugar Land metropolitan area, containsCity, Stafford, Texas]
  • A. Van Alstyne, Texas
    Van Alstyne, Texas is a small North Texas city known for its historic downtown, rural charm, and growing role as a bedroom community between Sherman and the Dallas–Fort Worth metroplex.
  • B. St. Paul, Texas
    St. Paul, Texas is a small incorporated town in North Texas that forms part of the fast-growing Dallas–Fort Worth metropolitan area.
  • C. Mission, Texas
    Mission, Texas is a city in the Rio Grande Valley in southern Texas, known for its agricultural industry and proximity to the U.S.–Mexico border.
  • D. Hurst, Texas
    Hurst, Texas is a suburban city in the Dallas–Fort Worth metropolitan area known for its residential communities and regional shopping centers.
  • E. Cottonwood, Texas
    Cottonwood, Texas is a small rural community located within Kaufman County in the state of Texas.
  • 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: Stafford, Texas
Triple: [Houston–The Woodlands–Sugar Land metropolitan area, containsCity, Stafford, Texas]
Generated description
Stafford, Texas is a small suburban city in Fort Bend and Harris counties known for its proximity to Houston and its unique absence of a municipal property tax.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Stafford, Texas
Target entity description: Stafford, Texas is a small suburban city in Fort Bend and Harris counties known for its proximity to Houston and its unique absence of a municipal property tax.
  • A. Van Alstyne, Texas
    Van Alstyne, Texas is a small North Texas city known for its historic downtown, rural charm, and growing role as a bedroom community between Sherman and the Dallas–Fort Worth metroplex.
  • B. St. Paul, Texas
    St. Paul, Texas is a small incorporated town in North Texas that forms part of the fast-growing Dallas–Fort Worth metropolitan area.
  • C. Mission, Texas
    Mission, Texas is a city in the Rio Grande Valley in southern Texas, known for its agricultural industry and proximity to the U.S.–Mexico border.
  • D. Hurst, Texas
    Hurst, Texas is a suburban city in the Dallas–Fort Worth metropolitan area known for its residential communities and regional shopping centers.
  • E. Cottonwood, Texas
    Cottonwood, Texas is a small rural community located within Kaufman County in the state of Texas.
  • 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_69ad8b0d40b481908bc2a5fa2e73c3fb completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad97ff0ddc8190acba9863bbe4f54b completed March 8, 2026, 3:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69b0866c24c88190af6c5246b5c78c70 completed March 10, 2026, 9 p.m.
NEDg Description generation batch_69b0d55128fc8190919354199e4c21bf completed March 11, 2026, 2:37 a.m.
NED2 Entity disambiguation (via description) batch_69b0d5f35adc81909af0a7cafbeb92de completed March 11, 2026, 2:39 a.m.
Created at: March 8, 2026, 2:55 p.m.