Triple

T11003636
Position Surface form Disambiguated ID Type / Status
Subject Neural Turing Machines E260059 entity
Predicate hasAuthor P4244 FINISHED
Object Greg Wayne
Greg Wayne is a machine learning researcher known for co-authoring the Neural Turing Machines paper, which introduced a neural network architecture with differentiable external memory.
 E899068 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: Greg Wayne | Statement: [Neural Turing Machines, hasAuthor, Greg Wayne]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Greg Wayne
Context triple: [Neural Turing Machines, hasAuthor, Greg Wayne]
  • A. Randy Bricker
    Randy Bricker is a film editor known for his work on horror and genre films, including Texas Chainsaw 3D.
  • B. Tim Latta
    Tim Latta is a soccer executive best known for serving as the general manager of the early Major League Soccer club Kansas City Wiz (now Sporting Kansas City).
  • C. Jim Bridwell
    Jim Bridwell was a pioneering American rock climber and mountaineer renowned for his bold first ascents and influential role in the development of modern big-wall climbing in Yosemite.
  • D. Jay Wayne Jenkins
    Jay Wayne Jenkins, better known by his stage name Jeezy, is an American rapper and entrepreneur prominent in the rise of Southern trap music.
  • E. Mike Wheeler
    Mike Wheeler is a central character in the sci-fi horror series "Stranger Things," known as a loyal, determined member of the core friend group who helps confront supernatural threats in the town of Hawkins.
  • 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: Greg Wayne
Triple: [Neural Turing Machines, hasAuthor, Greg Wayne]
Generated description
Greg Wayne is a machine learning researcher known for co-authoring the Neural Turing Machines paper, which introduced a neural network architecture with differentiable external memory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Greg Wayne
Target entity description: Greg Wayne is a machine learning researcher known for co-authoring the Neural Turing Machines paper, which introduced a neural network architecture with differentiable external memory.
  • A. Randy Bricker
    Randy Bricker is a film editor known for his work on horror and genre films, including Texas Chainsaw 3D.
  • B. Tim Latta
    Tim Latta is a soccer executive best known for serving as the general manager of the early Major League Soccer club Kansas City Wiz (now Sporting Kansas City).
  • C. Jim Bridwell
    Jim Bridwell was a pioneering American rock climber and mountaineer renowned for his bold first ascents and influential role in the development of modern big-wall climbing in Yosemite.
  • D. Jay Wayne Jenkins
    Jay Wayne Jenkins, better known by his stage name Jeezy, is an American rapper and entrepreneur prominent in the rise of Southern trap music.
  • E. Mike Wheeler
    Mike Wheeler is a central character in the sci-fi horror series "Stranger Things," known as a loyal, determined member of the core friend group who helps confront supernatural threats in the town of Hawkins.
  • 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_69d6aa8a6a548190a750f944ccdc8064 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d797553c408190b8dca21250243479 completed April 9, 2026, 12:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3453d181081908cb58a957f4d1295 completed April 18, 2026, 8:47 a.m.
NEDg Description generation batch_69e35570b0bc8190a939b0c8e3ce8105 completed April 18, 2026, 9:57 a.m.
NED2 Entity disambiguation (via description) batch_69e359508a388190a16d48a17015e13e completed April 18, 2026, 10:13 a.m.
Created at: April 8, 2026, 9:25 p.m.