Triple

T7666792
Position Surface form Disambiguated ID Type / Status
Subject Cengage Learning E173642 entity
Predicate brand P1500 FINISHED
Object South-Western
South-Western is an educational publishing imprint of Cengage Learning known for its textbooks and learning materials in business, economics, and related fields.
 E679183 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: South-Western | Statement: [Cengage Learning, brand, South-Western]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: South-Western
Context triple: [Cengage Learning, brand, South-Western]
  • A. South Western
    South Western is a major British train operating company that provides passenger rail services across southwest London, Surrey, Hampshire, Dorset, and surrounding regions.
  • B. South West
    South West is a coastal region in the southwestern corner of Western Australia known for its forests, wineries, and popular tourist towns.
  • C. South West
    South West is a region of England encompassing counties such as Cornwall, Devon, Somerset, and Dorset, known for its coastline, rural landscapes, and cultural heritage.
  • D. South West
    South West is a London Assembly constituency covering parts of southwest London, including boroughs such as Hounslow, Richmond upon Thames, and Kingston upon Thames.
  • E. Suroeste
    Suroeste is a district of Santa Cruz de Tenerife known for its largely residential character and mix of urban and semi-rural areas on the island of Tenerife in Spain’s Canary Islands.
  • 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: South-Western
Triple: [Cengage Learning, brand, South-Western]
Generated description
South-Western is an educational publishing imprint of Cengage Learning known for its textbooks and learning materials in business, economics, and related fields.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: South-Western
Target entity description: South-Western is an educational publishing imprint of Cengage Learning known for its textbooks and learning materials in business, economics, and related fields.
  • A. South Western
    South Western is a major British train operating company that provides passenger rail services across southwest London, Surrey, Hampshire, Dorset, and surrounding regions.
  • B. South West
    South West is a coastal region in the southwestern corner of Western Australia known for its forests, wineries, and popular tourist towns.
  • C. South West
    South West is a region of England encompassing counties such as Cornwall, Devon, Somerset, and Dorset, known for its coastline, rural landscapes, and cultural heritage.
  • D. South West
    South West is a London Assembly constituency covering parts of southwest London, including boroughs such as Hounslow, Richmond upon Thames, and Kingston upon Thames.
  • E. Suroeste
    Suroeste is a district of Santa Cruz de Tenerife known for its largely residential character and mix of urban and semi-rural areas on the island of Tenerife in Spain’s Canary Islands.
  • 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_69c699562484819086752091e3164a27 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c701c1383c8190ab5bf803bd6211a9 completed March 27, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c89b260000819088d744ea8dc53cd2 completed March 29, 2026, 3:23 a.m.
NEDg Description generation batch_69c89c037d188190ace1c5e80a43aba0 completed March 29, 2026, 3:26 a.m.
NED2 Entity disambiguation (via description) batch_69c89c698f2c8190b5d2717835bd1d82 completed March 29, 2026, 3:28 a.m.
Created at: March 27, 2026, 4 p.m.