Triple

T11003596
Position Surface form Disambiguated ID Type / Status
Subject Matching Networks for One Shot Learning E260058 entity
Predicate hasAuthor P4244 FINISHED
Object Charles Blundell
Charles Blundell is a machine learning researcher known for his contributions to deep learning and probabilistic modeling, including work on few-shot learning methods.
E911003 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: Charles Blundell | Statement: [Matching Networks for One Shot Learning, hasAuthor, Charles Blundell]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Charles Blundell
Context triple: [Matching Networks for One Shot Learning, hasAuthor, Charles Blundell]
  • A. Richard Bristow
    Richard Bristow was a 16th-century English Catholic scholar and theologian who contributed to the development and annotation of the Douay–Rheims Bible.
  • B. Paul Beeston
    Paul Beeston is a prominent Canadian baseball executive best known for his long tenure as a top leader of the Toronto Blue Jays and as the first president of Major League Baseball.
  • C. Charles Siddall
    Charles Siddall was a family member of the Pre-Raphaelite-associated artist and poet Elizabeth Siddal, belonging to the same Victorian-era Siddall/Siddall family circle.
  • D. David Brierley
    David Brierley was a British actor best known for providing the voice of the robot dog K-9 in the classic science fiction television series Doctor Who.
  • E. Christopher Greenbury
    Christopher Greenbury was a British film editor best known for his Academy Award–winning work on the 1999 drama "American Beauty."
  • 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: Charles Blundell
Triple: [Matching Networks for One Shot Learning, hasAuthor, Charles Blundell]
Generated description
Charles Blundell is a machine learning researcher known for his contributions to deep learning and probabilistic modeling, including work on few-shot learning methods.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Charles Blundell
Target entity description: Charles Blundell is a machine learning researcher known for his contributions to deep learning and probabilistic modeling, including work on few-shot learning methods.
  • A. Richard Bristow
    Richard Bristow was a 16th-century English Catholic scholar and theologian who contributed to the development and annotation of the Douay–Rheims Bible.
  • B. Paul Beeston
    Paul Beeston is a prominent Canadian baseball executive best known for his long tenure as a top leader of the Toronto Blue Jays and as the first president of Major League Baseball.
  • C. Charles Siddall
    Charles Siddall was a family member of the Pre-Raphaelite-associated artist and poet Elizabeth Siddal, belonging to the same Victorian-era Siddall/Siddall family circle.
  • D. David Brierley
    David Brierley was a British actor best known for providing the voice of the robot dog K-9 in the classic science fiction television series Doctor Who.
  • E. Christopher Greenbury
    Christopher Greenbury was a British film editor best known for his Academy Award–winning work on the 1999 drama "American Beauty."
  • 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_69d797546f448190946ee6442d657dc5 completed April 9, 2026, 12:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69e49677a2508190a113f9f24e318e48 completed April 19, 2026, 8:46 a.m.
NEDg Description generation batch_69e49a97db808190aa22d6a103a13e58 completed April 19, 2026, 9:04 a.m.
NED2 Entity disambiguation (via description) batch_69e49d71e81c8190af73931ed30e04be completed April 19, 2026, 9:16 a.m.
Created at: April 8, 2026, 9:25 p.m.