Triple

T18724946
Position Surface form Disambiguated ID Type / Status
Subject neural tangent kernel E457875 entity
Predicate introducedBy P513 FINISHED
Object Arthur Jacot
Arthur Jacot is a researcher in machine learning and theoretical deep learning best known for pioneering the concept of the neural tangent kernel, which links neural network training dynamics to kernel methods.
E1342414 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: Arthur Jacot | Statement: [neural tangent kernel, introducedBy, Arthur Jacot]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Arthur Jacot
Context triple: [neural tangent kernel, introducedBy, Arthur Jacot]
  • A. Louis Scutenaire
    Louis Scutenaire was a Belgian writer, poet, and key figure of the surrealist movement in Brussels, known for his aphorisms and close association with artists like René Magritte.
  • B. Charles Lemaresquier
    Charles Lemaresquier was a French architect known for his early 20th-century academic and institutional buildings, continuing the Beaux-Arts tradition in France.
  • C. Charles Desvallées
    Charles Desvallées is the bourgeois husband driven to murder by his wife’s adultery in Claude Chabrol’s 1969 French psychological thriller "La Femme infidèle."
  • D. Joseph Maréchal
    Joseph Maréchal was a Belgian Jesuit philosopher and theologian whose synthesis of Thomism and Kantian transcendental philosophy profoundly shaped 20th-century Catholic thought.
  • E. Joseph Foveaux
    Joseph Foveaux was a British colonial administrator and military officer in the early 19th century, notably associated with New South Wales and commemorated in the naming of Foveaux Strait.
  • 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: Arthur Jacot
Triple: [neural tangent kernel, introducedBy, Arthur Jacot]
Generated description
Arthur Jacot is a researcher in machine learning and theoretical deep learning best known for pioneering the concept of the neural tangent kernel, which links neural network training dynamics to kernel methods.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Arthur Jacot
Target entity description: Arthur Jacot is a researcher in machine learning and theoretical deep learning best known for pioneering the concept of the neural tangent kernel, which links neural network training dynamics to kernel methods.
  • A. Louis Scutenaire
    Louis Scutenaire was a Belgian writer, poet, and key figure of the surrealist movement in Brussels, known for his aphorisms and close association with artists like René Magritte.
  • B. Charles Lemaresquier
    Charles Lemaresquier was a French architect known for his early 20th-century academic and institutional buildings, continuing the Beaux-Arts tradition in France.
  • C. Charles Desvallées
    Charles Desvallées is the bourgeois husband driven to murder by his wife’s adultery in Claude Chabrol’s 1969 French psychological thriller "La Femme infidèle."
  • D. Joseph Maréchal
    Joseph Maréchal was a Belgian Jesuit philosopher and theologian whose synthesis of Thomism and Kantian transcendental philosophy profoundly shaped 20th-century Catholic thought.
  • E. Joseph Foveaux
    Joseph Foveaux was a British colonial administrator and military officer in the early 19th century, notably associated with New South Wales and commemorated in the naming of Foveaux Strait.
  • 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_69d8d393ba9c8190a8b03b04ddbb0a09 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e56d72d2c4819080b0d31860976b5e completed April 20, 2026, 12:04 a.m.
NED1 Entity disambiguation (via context triple) batch_6a054708d7dc8190b85566c17ee67d35 completed May 14, 2026, 3:52 a.m.
NEDg Description generation batch_6a0547cbaaac8190b7b4f88bcadd6f08 completed May 14, 2026, 3:55 a.m.
NED2 Entity disambiguation (via description) batch_6a05486a173c8190b6227b5eeb77d45b completed May 14, 2026, 3:58 a.m.
Created at: April 10, 2026, 11:50 a.m.