Triple

T18724392
Position Surface form Disambiguated ID Type / Status
Subject BERT E457858 entity
Predicate influenced P9 FINISHED
Object ALBERT
ALBERT is a lighter, more parameter-efficient variant of the BERT language model designed to achieve strong performance on NLP tasks with reduced memory and computational cost.
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: [BERT, influenced, ALBERT]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: ALBERT
Context triple: [BERT, influenced, ALBERT]
  • A. John
    John is the given name of the late American comedian and actor John Belushi, famed for his work on "Saturday Night Live" and in films like "Animal House" and "The Blues Brothers."
  • B. John
    John is the given name of John F. Clauser, an American physicist and Nobel laureate known for his pioneering experimental tests of quantum entanglement and Bell's inequalities.
  • C. John
    John is the given name of John Jacob Astor, the prominent German-American businessman and real estate magnate who became one of the wealthiest individuals in early 19th-century United States.
  • D. John
    John Stewart-Murray, 8th Duke of Atholl, was a Scottish peer and soldier who served as a senior officer in the British Army and held prominent aristocratic and civic roles in the late 19th and early 20th centuries.
  • E. John
    John is the given name of J.B. Marks, a prominent South African communist leader and anti-apartheid activist.
  • 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: [BERT, influenced, ALBERT]
Generated description
ALBERT is a lighter, more parameter-efficient variant of the BERT language model designed to achieve strong performance on NLP tasks with reduced memory and computational cost.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: ALBERT
Target entity description: ALBERT is a lighter, more parameter-efficient variant of the BERT language model designed to achieve strong performance on NLP tasks with reduced memory and computational cost.
  • 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. John
    John I, Count of Holland, was a medieval nobleman who ruled the County of Holland at the turn of the 14th century.
  • C. John
    John McDowell is a prominent South African-born philosopher known for his influential work in epistemology, philosophy of mind, and ethics.
  • D. 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.
  • E. 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."
  • 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_6a053d2cb5d48190941eb7fd2d7b0208 completed May 14, 2026, 3:10 a.m.
NEDg Description generation batch_6a053dc33ef881908932e18c90327a64 completed May 14, 2026, 3:13 a.m.
NED2 Entity disambiguation (via description) batch_6a053e2572d481909ca657ab19ad063e completed May 14, 2026, 3:14 a.m.
Created at: April 10, 2026, 11:50 a.m.