Triple

T2484511
Position Surface form Disambiguated ID Type / Status
Subject Chichewa E55892 entity
Predicate majorCityWhereSpoken P35609 FINISHED
Object Blantyre
Blantyre is Malawi’s largest commercial and industrial city, serving as a major economic and cultural hub in the country.
E359531 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: Blantyre | Statement: [Chichewa, majorCityWhereSpoken, Blantyre]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Blantyre
Context triple: [Chichewa, majorCityWhereSpoken, Blantyre]
  • A. Blantyre
    Blantyre is a town in South Lanarkshire, Scotland, known historically for its association with explorer David Livingstone and its proximity to the city of Hamilton.
  • B. Cambuslang
    Cambuslang is a suburban town in Scotland situated near Glasgow, known historically for its coal mining and industrial heritage.
  • C. Larbert
    Larbert is a small town in central Scotland, situated in the Falkirk council area and historically known for its industrial heritage and transport links.
  • D. Kilwinning
    Kilwinning is a historic Scottish town in North Ayrshire, noted for its medieval abbey and strong connections to early Freemasonry.
  • E. Callander
    Callander is a small Scottish town in the Stirling council area, often considered a gateway to the Highlands and popular for outdoor tourism.
  • 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: Blantyre
Triple: [Chichewa, majorCityWhereSpoken, Blantyre]
Generated description
Blantyre is Malawi’s largest commercial and industrial city, serving as a major economic and cultural hub in the country.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Blantyre
Target entity description: Blantyre is Malawi’s largest commercial and industrial city, serving as a major economic and cultural hub in the country.
  • A. Blantyre
    Blantyre is a town in South Lanarkshire, Scotland, known historically for its association with explorer David Livingstone and its proximity to the city of Hamilton.
  • B. Cambuslang
    Cambuslang is a suburban town in Scotland situated near Glasgow, known historically for its coal mining and industrial heritage.
  • C. Larbert
    Larbert is a small town in central Scotland, situated in the Falkirk council area and historically known for its industrial heritage and transport links.
  • D. Kilwinning
    Kilwinning is a historic Scottish town in North Ayrshire, noted for its medieval abbey and strong connections to early Freemasonry.
  • E. Callander
    Callander is a small Scottish town in the Stirling council area, often considered a gateway to the Highlands and popular for outdoor tourism.
  • 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_69ab49e670a88190b928e08302381710 completed March 6, 2026, 9:40 p.m.
NER Named-entity recognition batch_69abd175f5ac8190870db9c6cb8e45bd completed March 7, 2026, 7:19 a.m.
NED1 Entity disambiguation (via context triple) batch_69b360793f908190b0341c003207cc6f completed March 13, 2026, 12:55 a.m.
NEDg Description generation batch_69b3614702348190bd35c37d2059312f completed March 13, 2026, 12:58 a.m.
NED2 Entity disambiguation (via description) batch_69b362451b848190a2fe80a17ab8f9c3 completed March 13, 2026, 1:03 a.m.
Created at: March 6, 2026, 9:45 p.m.