Triple

T3710127
Position Surface form Disambiguated ID Type / Status
Subject North County Transit District E80989 entity
Predicate operates P24 FINISHED
Object FLEX
FLEX is a flexible, demand-responsive bus service operated by the North County Transit District in northern San Diego County, California.
E381793 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: FLEX | Statement: [North County Transit District, operates, FLEX]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: FLEX
Context triple: [North County Transit District, operates, FLEX]
  • A. Flex
    Flex is an open-source software development framework originally created by Macromedia for building rich internet applications that run in the Adobe Flash Player.
  • B. Echo Flex
    Echo Flex is a compact, plug-in smart speaker from Amazon’s Echo line designed to provide Alexa voice assistant capabilities in small spaces like hallways, bathrooms, and kitchens.
  • C. Flex the Falcon
    Flex the Falcon is the energetic falcon mascot representing Bentley University at its athletic events and campus activities.
  • D. Renflexis
    Renflexis is a biosimilar version of the monoclonal antibody infliximab, used to treat autoimmune conditions such as rheumatoid arthritis, Crohn’s disease, and ulcerative colitis.
  • E. FFD
    FFD is the IATA airport code for RAF Fairford, a Royal Air Force station in Gloucestershire, England, used by both the UK and United States air forces and known for hosting major airshows.
  • 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: FLEX
Triple: [North County Transit District, operates, FLEX]
Generated description
FLEX is a flexible, demand-responsive bus service operated by the North County Transit District in northern San Diego County, California.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: FLEX
Target entity description: FLEX is a flexible, demand-responsive bus service operated by the North County Transit District in northern San Diego County, California.
  • A. Flex
    Flex is an open-source software development framework originally created by Macromedia for building rich internet applications that run in the Adobe Flash Player.
  • B. Echo Flex
    Echo Flex is a compact, plug-in smart speaker from Amazon’s Echo line designed to provide Alexa voice assistant capabilities in small spaces like hallways, bathrooms, and kitchens.
  • C. Flex the Falcon
    Flex the Falcon is the energetic falcon mascot representing Bentley University at its athletic events and campus activities.
  • D. Renflexis
    Renflexis is a biosimilar version of the monoclonal antibody infliximab, used to treat autoimmune conditions such as rheumatoid arthritis, Crohn’s disease, and ulcerative colitis.
  • E. FFD
    FFD is the IATA airport code for RAF Fairford, a Royal Air Force station in Gloucestershire, England, used by both the UK and United States air forces and known for hosting major airshows.
  • 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_69ad8b1793888190a5f70e4b21dc05a1 completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adc584b86c8190ba1a1073da440b07 completed March 8, 2026, 6:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4ce052660819089ad899a20b8a720 completed March 14, 2026, 2:55 a.m.
NEDg Description generation batch_69b4cf85b968819085dad34a80767984 completed March 14, 2026, 3:01 a.m.
NED2 Entity disambiguation (via description) batch_69b4cfecf2bc8190afb3bd8ebfd3cc64 completed March 14, 2026, 3:03 a.m.
Created at: March 8, 2026, 3:33 p.m.