Triple

T19771971
Position Surface form Disambiguated ID Type / Status
Subject Cascade-Correlation learning architecture E474908 entity
Predicate developedBy P73 FINISHED
Object Christian Lebiere
Christian Lebiere is a cognitive scientist and computer scientist best known for his work on neural network learning architectures and as a key contributor to the ACT-R cognitive architecture.
E1531475 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: Christian Lebiere | Statement: [Cascade-Correlation learning architecture, developedBy, Christian Lebiere]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Christian Lebiere
Context triple: [Cascade-Correlation learning architecture, developedBy, Christian Lebiere]
  • A. Jean Arthuis
    Jean Arthuis is a French centrist politician and former finance minister known for his long career in national and European politics, including service as a Member of the European Parliament.
  • B. Jean Achard
    Jean Achard was a 19th-century French landscape painter associated with the Barbizon school and known for his influence on artists such as Henri Harpignies.
  • C. Jules Lefebvre
    Jules Lefebvre was a prominent 19th-century French academic painter renowned for his refined portraits and idealized female figures, and for his influential role as a teacher in Paris.
  • D. Émile Chassinat
    Émile Chassinat was a French Egyptologist known for his archaeological work and publications on ancient Egyptian temples and inscriptions.
  • E. Charles Mignon
    Charles Mignon is a central fictional figure in Honoré de Balzac’s novel "Modeste Mignon," portrayed as the devoted and honorable father of the heroine, Modeste.
  • 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: Christian Lebiere
Triple: [Cascade-Correlation learning architecture, developedBy, Christian Lebiere]
Generated description
Christian Lebiere is a cognitive scientist and computer scientist best known for his work on neural network learning architectures and as a key contributor to the ACT-R cognitive architecture.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Christian Lebiere
Target entity description: Christian Lebiere is a cognitive scientist and computer scientist best known for his work on neural network learning architectures and as a key contributor to the ACT-R cognitive architecture.
  • A. Jean Arthuis
    Jean Arthuis is a French centrist politician and former finance minister known for his long career in national and European politics, including service as a Member of the European Parliament.
  • B. Jean Achard
    Jean Achard was a 19th-century French landscape painter associated with the Barbizon school and known for his influence on artists such as Henri Harpignies.
  • C. Jules Lefebvre
    Jules Lefebvre was a prominent 19th-century French academic painter renowned for his refined portraits and idealized female figures, and for his influential role as a teacher in Paris.
  • D. Émile Chassinat
    Émile Chassinat was a French Egyptologist known for his archaeological work and publications on ancient Egyptian temples and inscriptions.
  • E. Charles Mignon
    Charles Mignon is a central fictional figure in Honoré de Balzac’s novel "Modeste Mignon," portrayed as the devoted and honorable father of the heroine, Modeste.
  • 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_69d8e51a43a08190956bc6df13c91a77 completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e6535ce4d08190a1dfca2df95a8631 completed April 20, 2026, 4:25 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0ad50108b08190987795538b795d5c completed May 18, 2026, 8:59 a.m.
NEDg Description generation batch_6a0ad991a1e48190ad240a20694223fc completed May 18, 2026, 9:19 a.m.
NED2 Entity disambiguation (via description) batch_6a0ada2a61b881908a636b2d1d6e4509 completed May 18, 2026, 9:21 a.m.
Created at: April 10, 2026, 1:48 p.m.