Triple

T4651097
Position Surface form Disambiguated ID Type / Status
Subject Transformer E102296 entity
Predicate introducedBy P513 FINISHED
Object Noam Shazeer
Noam Shazeer is an AI researcher and engineer best known as a co-creator of the Transformer architecture and a key contributor to large-scale neural language models.
E457852 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: Noam Shazeer | Statement: [Transformer, introducedBy, Noam Shazeer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Noam Shazeer
Context triple: [Transformer, introducedBy, Noam Shazeer]
  • A. Ilya Sutskever
    Ilya Sutskever is a leading artificial intelligence researcher and co-founder of OpenAI, known for his pioneering work in deep learning and neural networks.
  • B. Jonathon Shlens
    Jonathon Shlens is a computer scientist and researcher known for his contributions to deep learning and computer vision, including influential work at Google.
  • C. Nicolas Heess
    Nicolas Heess is a machine learning researcher known for his work in deep reinforcement learning, including contributions to algorithms such as Deep Deterministic Policy Gradient (DDPG).
  • D. Yasha Mazur
    Yasha Mazur is the conflicted Jewish magician and acrobat at the center of Isaac Bashevis Singer’s novel, whose personal struggles with faith, love, and morality drive the story’s tragic arc.
  • E. Demis Hassabis
    Demis Hassabis is a British artificial intelligence researcher, neuroscientist, and entrepreneur best known as the co-founder and CEO of DeepMind, a leading AI company acquired by Google.
  • 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: Noam Shazeer
Triple: [Transformer, introducedBy, Noam Shazeer]
Generated description
Noam Shazeer is an AI researcher and engineer best known as a co-creator of the Transformer architecture and a key contributor to large-scale neural language models.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Noam Shazeer
Target entity description: Noam Shazeer is an AI researcher and engineer best known as a co-creator of the Transformer architecture and a key contributor to large-scale neural language models.
  • A. Ilya Sutskever
    Ilya Sutskever is a leading artificial intelligence researcher and co-founder of OpenAI, known for his pioneering work in deep learning and neural networks.
  • B. Jonathon Shlens
    Jonathon Shlens is a computer scientist and researcher known for his contributions to deep learning and computer vision, including influential work at Google.
  • C. Nicolas Heess
    Nicolas Heess is a machine learning researcher known for his work in deep reinforcement learning, including contributions to algorithms such as Deep Deterministic Policy Gradient (DDPG).
  • D. Yasha Mazur
    Yasha Mazur is the conflicted Jewish magician and acrobat at the center of Isaac Bashevis Singer’s novel, whose personal struggles with faith, love, and morality drive the story’s tragic arc.
  • E. Demis Hassabis
    Demis Hassabis is a British artificial intelligence researcher, neuroscientist, and entrepreneur best known as the co-founder and CEO of DeepMind, a leading AI company acquired by Google.
  • 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_69bd43d71a308190afea7280841b0de8 completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd630343f88190954d19fcd18a5864 completed March 20, 2026, 3:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdfae7636881908244b86cba1c66b7 completed March 21, 2026, 1:56 a.m.
NEDg Description generation batch_69bdfbc12acc8190b8116a6003abb3e3 completed March 21, 2026, 2 a.m.
NED2 Entity disambiguation (via description) batch_69bdfc44536c8190a71e52b0690a7570 completed March 21, 2026, 2:02 a.m.
Created at: March 20, 2026, 1:14 p.m.