Triple

T9213035
Position Surface form Disambiguated ID Type / Status
Subject Caldwell Parish, Louisiana E221171 entity
Predicate containsSettlement P847 FINISHED
Object Banks Springs, Louisiana
Banks Springs, Louisiana is a small unincorporated community located in rural Caldwell Parish in northeastern Louisiana.
 E785458 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: Banks Springs, Louisiana | Statement: [Caldwell Parish, Louisiana, containsSettlement, Banks Springs, Louisiana]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Banks Springs, Louisiana
Context triple: [Caldwell Parish, Louisiana, containsSettlement, Banks Springs, Louisiana]
  • A. Richwood, Louisiana
    Richwood, Louisiana is a small town in Ouachita Parish that forms part of the Monroe metropolitan area in northeastern Louisiana.
  • B. Brownsville-Bawcomville, Louisiana
    Brownsville-Bawcomville, Louisiana is a census-designated community in northeastern Louisiana located just west of the city of Monroe.
  • C. Calhoun, Louisiana
    Calhoun, Louisiana is a small unincorporated community in northeastern Louisiana known for its rural character and proximity to the city of West Monroe.
  • D. Galliano, Louisiana
    Galliano, Louisiana is a small unincorporated community in Lafourche Parish known for its Cajun culture, fishing and oil-related industries, and location along Bayou Lafourche in the coastal bayou region of the state.
  • E. Buras, Louisiana
    Buras, Louisiana is a small unincorporated community in Plaquemines Parish known for its location near the Mississippi River Delta and vulnerability to major hurricanes such as Katrina.
  • 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: Banks Springs, Louisiana
Triple: [Caldwell Parish, Louisiana, containsSettlement, Banks Springs, Louisiana]
Generated description
Banks Springs, Louisiana is a small unincorporated community located in rural Caldwell Parish in northeastern Louisiana.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Banks Springs, Louisiana
Target entity description: Banks Springs, Louisiana is a small unincorporated community located in rural Caldwell Parish in northeastern Louisiana.
  • A. Richwood, Louisiana
    Richwood, Louisiana is a small town in Ouachita Parish that forms part of the Monroe metropolitan area in northeastern Louisiana.
  • B. Brownsville-Bawcomville, Louisiana
    Brownsville-Bawcomville, Louisiana is a census-designated community in northeastern Louisiana located just west of the city of Monroe.
  • C. Calhoun, Louisiana
    Calhoun, Louisiana is a small unincorporated community in northeastern Louisiana known for its rural character and proximity to the city of West Monroe.
  • D. Galliano, Louisiana
    Galliano, Louisiana is a small unincorporated community in Lafourche Parish known for its Cajun culture, fishing and oil-related industries, and location along Bayou Lafourche in the coastal bayou region of the state.
  • E. Buras, Louisiana
    Buras, Louisiana is a small unincorporated community in Plaquemines Parish known for its location near the Mississippi River Delta and vulnerability to major hurricanes such as Katrina.
  • 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_69ca83e9d0e081908bdb71097201a06c completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69ccda05406081909893bec3a092d3ce completed April 1, 2026, 8:40 a.m.
NED1 Entity disambiguation (via context triple) batch_69d06613daf88190a0128fd53ea1b134 completed April 4, 2026, 1:15 a.m.
NEDg Description generation batch_69d0678b89ac8190b807e1c3b457a503 completed April 4, 2026, 1:21 a.m.
NED2 Entity disambiguation (via description) batch_69d0688d4c388190bb024b03cc86d08f completed April 4, 2026, 1:25 a.m.
Created at: March 30, 2026, 7:27 p.m.