Triple

T8482881
Position Surface form Disambiguated ID Type / Status
Subject Alex Graves E200559 entity
Predicate influencedBy P9 FINISHED
Object Jürgen Schmidhuber
Jürgen Schmidhuber is a German computer scientist and AI researcher best known for his pioneering work on neural networks and the co-invention of Long Short-Term Memory (LSTM) networks.
E739007 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: Jürgen Schmidhuber | Statement: [Alex Graves, influencedBy, Jürgen Schmidhuber]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jürgen Schmidhuber
Context triple: [Alex Graves, influencedBy, Jürgen Schmidhuber]
  • A. 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.
  • B. 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.
  • C. Sepp Hochreiter
    Sepp Hochreiter is an Austrian computer scientist best known as a co-inventor of Long Short-Term Memory (LSTM) networks and a pioneer in deep learning and recurrent neural networks.
  • D. Geoffrey Hinton
    Geoffrey Hinton is a pioneering computer scientist widely regarded as one of the founding figures of deep learning and modern artificial intelligence.
  • E. Jakob Uszkoreit
    Jakob Uszkoreit is a computer scientist and AI researcher best known as one of the co-authors of the seminal "Attention Is All You Need" paper that introduced the Transformer architecture.
  • 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: Jürgen Schmidhuber
Triple: [Alex Graves, influencedBy, Jürgen Schmidhuber]
Generated description
Jürgen Schmidhuber is a German computer scientist and AI researcher best known for his pioneering work on neural networks and the co-invention of Long Short-Term Memory (LSTM) networks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jürgen Schmidhuber
Target entity description: Jürgen Schmidhuber is a German computer scientist and AI researcher best known for his pioneering work on neural networks and the co-invention of Long Short-Term Memory (LSTM) networks.
  • A. 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.
  • B. 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.
  • C. Sepp Hochreiter
    Sepp Hochreiter is an Austrian computer scientist best known as a co-inventor of Long Short-Term Memory (LSTM) networks and a pioneer in deep learning and recurrent neural networks.
  • D. Geoffrey Hinton
    Geoffrey Hinton is a pioneering computer scientist widely regarded as one of the founding figures of deep learning and modern artificial intelligence.
  • E. Jakob Uszkoreit
    Jakob Uszkoreit is a computer scientist and AI researcher best known as one of the co-authors of the seminal "Attention Is All You Need" paper that introduced the Transformer architecture.
  • 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_69ca831b17988190a1f3f3413d57b820 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe53845e881909eeb32863c7aa942 completed March 31, 2026, 3:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce4de95e3081908277c65598f3884a completed April 2, 2026, 11:07 a.m.
NEDg Description generation batch_69ce5028c38c81908e81390d0be21387 completed April 2, 2026, 11:16 a.m.
NED2 Entity disambiguation (via description) batch_69ce517fea7c819098d0343fd2c4ccdd completed April 2, 2026, 11:22 a.m.
Created at: March 30, 2026, 6:12 p.m.