Triple

T9589598
Position Surface form Disambiguated ID Type / Status
Subject Surface Transportation Block Grant Program E231381 entity
Predicate alsoKnownAs P39 FINISHED
Object STBG Program
The STBG Program is a major federal funding program in the United States that provides flexible grants to states and localities for a wide range of surface transportation projects, including highways, transit, and bicycle and pedestrian infrastructure.
 E808080 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: STBG Program | Statement: [Surface Transportation Block Grant Program, alsoKnownAs, STBG Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: STBG Program
Context triple: [Surface Transportation Block Grant Program, alsoKnownAs, STBG Program]
  • A. STG
    STG is the National Rail station code for Stirling railway station in Stirling, Scotland.
  • B. SGTC
    SGTC is a public technical college in Georgia offering career-focused education and workforce training programs.
  • C. SSBG
    SSBG is a federal funding program in the United States that provides flexible grants to states to support a wide range of social services for vulnerable populations.
  • D. BSG
    BSG is the IATA airport code for Bata Airport, serving the city of Bata in Equatorial Guinea.
  • E. BSG
    BSG is the abbreviation for Germany’s Federal Social Court, the highest court for social law matters in the country.
  • 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: STBG Program
Triple: [Surface Transportation Block Grant Program, alsoKnownAs, STBG Program]
Generated description
The STBG Program is a major federal funding program in the United States that provides flexible grants to states and localities for a wide range of surface transportation projects, including highways, transit, and bicycle and pedestrian infrastructure.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: STBG Program
Target entity description: The STBG Program is a major federal funding program in the United States that provides flexible grants to states and localities for a wide range of surface transportation projects, including highways, transit, and bicycle and pedestrian infrastructure.
  • A. STG
    STG is the National Rail station code for Stirling railway station in Stirling, Scotland.
  • B. SGTC
    SGTC is a public technical college in Georgia offering career-focused education and workforce training programs.
  • C. SSBG
    SSBG is a federal funding program in the United States that provides flexible grants to states to support a wide range of social services for vulnerable populations.
  • D. BSG
    BSG is the IATA airport code for Bata Airport, serving the city of Bata in Equatorial Guinea.
  • E. BSG
    BSG is the abbreviation for Germany’s Federal Social Court, the highest court for social law matters in the country.
  • 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_69ca8482884481908eccdfdf64d6fbf7 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd99f1696c8190addf1a43544f2c18 completed April 1, 2026, 10:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69d161880adc819090a9be75ba2a1642 completed April 4, 2026, 7:07 p.m.
NEDg Description generation batch_69d161d569b88190a3d77bbe752e0c86 completed April 4, 2026, 7:09 p.m.
NED2 Entity disambiguation (via description) batch_69d162476bf481909a87057e4fd1dc11 completed April 4, 2026, 7:11 p.m.
Created at: March 30, 2026, 8:06 p.m.