Triple

T849716
Position Surface form Disambiguated ID Type / Status
Subject Keras E18356 entity
Predicate developer P73 FINISHED
Object François Chollet
François Chollet is a French software engineer and AI researcher best known as the creator of the Keras deep learning library and a prominent advocate for practical, human-centric machine learning.
 E99359 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: François Chollet | Statement: [Keras, developer, François Chollet]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: François Chollet
Context triple: [Keras, developer, François Chollet]
  • A. Laurent Fabius
    Laurent Fabius is a French Socialist politician who served as Prime Minister in the 1980s and later held key roles including Foreign Minister and President of the Constitutional Council.
  • B. Pierre Bérégovoy
    Pierre Bérégovoy was a French Socialist politician who served as Prime Minister of France in the early 1990s under President François Mitterrand.
  • C. Valérie Pécresse
    Valérie Pécresse is a French center-right politician who has served as president of the Île-de-France regional council and was a prominent candidate in the 2022 French presidential election.
  • D. Emmanuel Macron
    Emmanuel Macron is a French politician and former investment banker who has served as President of France since 2017, known for his centrist, pro-European Union stance.
  • E. Mazarine Pingeot
    Mazarine Pingeot is a French writer, academic, and television commentator who became publicly known in the 1990s as the once-secret daughter of former French president François Mitterrand.
  • 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: François Chollet
Triple: [Keras, developer, François Chollet]
Generated description
François Chollet is a French software engineer and AI researcher best known as the creator of the Keras deep learning library and a prominent advocate for practical, human-centric machine learning.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: François Chollet
Target entity description: François Chollet is a French software engineer and AI researcher best known as the creator of the Keras deep learning library and a prominent advocate for practical, human-centric machine learning.
  • A. Laurent Fabius
    Laurent Fabius is a French Socialist politician who served as Prime Minister in the 1980s and later held key roles including Foreign Minister and President of the Constitutional Council.
  • B. Pierre Bérégovoy
    Pierre Bérégovoy was a French Socialist politician who served as Prime Minister of France in the early 1990s under President François Mitterrand.
  • C. Valérie Pécresse
    Valérie Pécresse is a French center-right politician who has served as president of the Île-de-France regional council and was a prominent candidate in the 2022 French presidential election.
  • D. Emmanuel Macron
    Emmanuel Macron is a French politician and former investment banker who has served as President of France since 2017, known for his centrist, pro-European Union stance.
  • E. Mazarine Pingeot
    Mazarine Pingeot is a French writer, academic, and television commentator who became publicly known in the 1990s as the once-secret daughter of former French president François Mitterrand.
  • 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_69a4938b04208190b82e1df6b572c548 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4ac1fac3481909cba7070ce31a9b3 completed March 1, 2026, 9:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69a792a0666c8190bfc9166d45b4e867 completed March 4, 2026, 2:02 a.m.
NEDg Description generation batch_69a793563cc881909381f898f240c0bd completed March 4, 2026, 2:05 a.m.
NED2 Entity disambiguation (via description) batch_69a7941add588190913198a7f7b20943 completed March 4, 2026, 2:08 a.m.
Created at: March 1, 2026, 7:38 p.m.