Triple

T18724337
Position Surface form Disambiguated ID Type / Status
Subject Transformer encoder-only E457857 entity
Predicate relatedModel P37 FINISHED
Object ALBERT
ALBERT is a lightweight, parameter-efficient variant of the BERT language model designed to achieve strong natural language understanding performance with reduced memory and computation costs.
E435869 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: ALBERT | Statement: [Transformer encoder-only, relatedModel, ALBERT]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: ALBERT
Context triple: [Transformer encoder-only, relatedModel, ALBERT]
  • A. John
    John I, Count of Holland, was a medieval nobleman who ruled the County of Holland at the turn of the 14th century.
  • B. John
    John McDowell is a prominent South African-born philosopher known for his influential work in epistemology, philosophy of mind, and ethics.
  • C. John
    John Cicero was a late 15th-century Elector of Brandenburg from the House of Hohenzollern who helped consolidate the territory’s political and administrative structures within the Holy Roman Empire.
  • D. John
    John Brabourne was a British film and television producer and peer, known for producing works such as the 1979 adaptation of "Murder on the Orient Express."
  • E. John
    John is the given name of John Boyle O'Reilly, a 19th-century Irish-born poet, journalist, and civil rights activist who became influential in the United States.
  • 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: ALBERT
Triple: [Transformer encoder-only, relatedModel, ALBERT]
Generated description
ALBERT is a lightweight, parameter-efficient variant of the BERT language model designed to achieve strong natural language understanding performance with reduced memory and computation costs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: ALBERT
Target entity description: ALBERT is a lightweight, parameter-efficient variant of the BERT language model designed to achieve strong natural language understanding performance with reduced memory and computation costs.
  • A. ALBERT chosen
    ALBERT is a lightweight, parameter-efficient variant of the BERT language model designed to achieve strong natural language understanding performance with reduced memory and computation costs.
  • B. Albert
    Albert is the given first name of American actor and singer Gordon MacRae, best known for his roles in classic film musicals like "Oklahoma!" and "Carousel."
  • C. Albert
    Albert is a small rural locality within Lachlan Shire in New South Wales, Australia.
  • D. Albert
    Albert VI, Archduke of Austria, was a 15th-century Habsburg ruler who governed parts of Austria and played a significant role in the internal dynastic conflicts of the Holy Roman Empire.
  • E. Albert
    Albert "Red" Schoendienst was a Hall of Fame Major League Baseball second baseman and manager, best known for his long association with the St. Louis Cardinals.
  • F. None of above.

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_69d8d393ba9c8190a8b03b04ddbb0a09 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e56abcfc048190a01dee959e768768 completed April 19, 2026, 11:52 p.m.
NED1 Entity disambiguation (via context triple) batch_6a05325630e881908720d703b24bcee2 completed May 14, 2026, 2:24 a.m.
NEDg Description generation batch_6a053402521c8190927afa670fb8e38e completed May 14, 2026, 2:31 a.m.
NED2 Entity disambiguation (via description) batch_6a05349009e481909fb757415468aa70 completed May 14, 2026, 2:33 a.m.
Created at: April 10, 2026, 11:50 a.m.