Triple

T10023613
Position Surface form Disambiguated ID Type / Status
Subject Max Welling E200669 entity
Predicate coAuthorWith P398 FINISHED
Object Tom Heskes
Tom Heskes is a machine learning researcher and professor known for his work in probabilistic modeling, Bayesian methods, and neural networks.
E838507 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: Tom Heskes | Statement: [Max Welling, coAuthorWith, Tom Heskes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tom Heskes
Context triple: [Max Welling, coAuthorWith, Tom Heskes]
  • A. Jeroen van der Boom
    Jeroen van der Boom is a Dutch singer, television presenter, and entertainer known for his successful music career and prominent roles on Dutch TV talent shows.
  • B. Dennis van Aarssen
    Dennis van Aarssen is a Dutch jazz and pop singer who gained national fame after winning the talent show The Voice of Holland.
  • C. Paul Rijkens
    Paul Rijkens was a Dutch businessman and longtime Unilever executive who was instrumental in postwar European integration efforts and co-founded the influential Bilderberg Group.
  • D. Benno van den Berg
    Benno van den Berg is a Dutch mathematician known for his work in category theory, logic, and the foundations of mathematics.
  • E. Frank Boogaerts
    Frank Boogaerts is a Belgian politician who has served as the mayor of the city of Lier in the province of Antwerp.
  • 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: Tom Heskes
Triple: [Max Welling, coAuthorWith, Tom Heskes]
Generated description
Tom Heskes is a machine learning researcher and professor known for his work in probabilistic modeling, Bayesian methods, and neural networks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tom Heskes
Target entity description: Tom Heskes is a machine learning researcher and professor known for his work in probabilistic modeling, Bayesian methods, and neural networks.
  • A. Jeroen van der Boom
    Jeroen van der Boom is a Dutch singer, television presenter, and entertainer known for his successful music career and prominent roles on Dutch TV talent shows.
  • B. Dennis van Aarssen
    Dennis van Aarssen is a Dutch jazz and pop singer who gained national fame after winning the talent show The Voice of Holland.
  • C. Paul Rijkens
    Paul Rijkens was a Dutch businessman and longtime Unilever executive who was instrumental in postwar European integration efforts and co-founded the influential Bilderberg Group.
  • D. Benno van den Berg
    Benno van den Berg is a Dutch mathematician known for his work in category theory, logic, and the foundations of mathematics.
  • E. Frank Boogaerts
    Frank Boogaerts is a Belgian politician who has served as the mayor of the city of Lier in the province of Antwerp.
  • 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_69ca831c45f08190ac1505cc15076608 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cdcd7c75548190aa604d90d63dc111 completed April 2, 2026, 1:59 a.m.
NED1 Entity disambiguation (via context triple) batch_69d29a17359081908c3ef7df819c74f9 completed April 5, 2026, 5:21 p.m.
NEDg Description generation batch_69d29b7430248190b8965eaf1286dd7c completed April 5, 2026, 5:27 p.m.
NED2 Entity disambiguation (via description) batch_69d29c7ba9f081908f4614098d6c954b completed April 5, 2026, 5:31 p.m.
Created at: March 30, 2026, 8:53 p.m.