Triple

T1922997
Position Surface form Disambiguated ID Type / Status
Subject Shane Legg E40165 entity
Predicate doctoralAdvisor P167 FINISHED
Object Marcus Hutter
Marcus Hutter is a computer scientist known for his foundational work in universal artificial intelligence and the development of the AIXI model of optimal decision-making.
E217168 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: Marcus Hutter | Statement: [Shane Legg, doctoralAdvisor, Marcus Hutter]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marcus Hutter
Context triple: [Shane Legg, doctoralAdvisor, Marcus Hutter]
  • A. Martin Riedmiller
    Martin Riedmiller is a German computer scientist and pioneer in deep reinforcement learning, known for his influential work on neural-network-based control and contributions to landmark deep RL systems.
  • B. Wolfram Burgard
    Wolfram Burgard is a German computer scientist and roboticist known for his influential work in probabilistic robotics, autonomous navigation, and artificial intelligence.
  • C. David Deutsch
    David Deutsch is a British physicist and philosopher best known as a pioneer of quantum computation and a leading proponent of the many-worlds interpretation of quantum mechanics.
  • D. Leslie Valiant
    Leslie Valiant is a renowned computer scientist known for his foundational work in computational learning theory, complexity theory, and artificial intelligence.
  • E. Martin Davis
    Martin Davis was an American mathematician and logician renowned for his foundational work in computability theory and the Entscheidungsproblem, including contributions to the Davis–Putnam algorithm.
  • 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: Marcus Hutter
Triple: [Shane Legg, doctoralAdvisor, Marcus Hutter]
Generated description
Marcus Hutter is a computer scientist known for his foundational work in universal artificial intelligence and the development of the AIXI model of optimal decision-making.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marcus Hutter
Target entity description: Marcus Hutter is a computer scientist known for his foundational work in universal artificial intelligence and the development of the AIXI model of optimal decision-making.
  • A. Martin Riedmiller
    Martin Riedmiller is a German computer scientist and pioneer in deep reinforcement learning, known for his influential work on neural-network-based control and contributions to landmark deep RL systems.
  • B. Wolfram Burgard
    Wolfram Burgard is a German computer scientist and roboticist known for his influential work in probabilistic robotics, autonomous navigation, and artificial intelligence.
  • C. David Deutsch
    David Deutsch is a British physicist and philosopher best known as a pioneer of quantum computation and a leading proponent of the many-worlds interpretation of quantum mechanics.
  • D. Leslie Valiant
    Leslie Valiant is a renowned computer scientist known for his foundational work in computational learning theory, complexity theory, and artificial intelligence.
  • E. Martin Davis
    Martin Davis was an American mathematician and logician renowned for his foundational work in computability theory and the Entscheidungsproblem, including contributions to the Davis–Putnam algorithm.
  • 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_69a8864298748190a2f2fd34f7ef8d77 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb23459ac819088ded5bfac9d4aad completed March 7, 2026, 5:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69adf3e458e8819098ea1c2d5598f890 completed March 8, 2026, 10:10 p.m.
NEDg Description generation batch_69adf4cd91008190ada815601d9f76b4 completed March 8, 2026, 10:14 p.m.
NED2 Entity disambiguation (via description) batch_69adf5681ea88190979237322fd2785b completed March 8, 2026, 10:17 p.m.
Created at: March 4, 2026, 7:35 p.m.