Triple

T7980429
Position Surface form Disambiguated ID Type / Status
Subject Pro Git E185555 entity
Predicate isPartOf P10 FINISHED
Object Apress Pro series
The Apress Pro series is a collection of advanced, practitioner-focused technical books aimed at professional developers and IT experts.
E707852 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: Apress Pro series | Statement: [Pro Git, isPartOf, Apress Pro series]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Apress Pro series
Context triple: [Pro Git, isPartOf, Apress Pro series]
  • A. O’Reilly Library
    O’Reilly Library is the main academic library of Dublin City University, providing study spaces, print and digital collections, and research support for students and staff.
  • B. O'Reilly Media
    O'Reilly Media is a prominent technology and learning company known for its influential tech books, online training, and conferences that have shaped modern software and internet culture.
  • C. Pogue’s Basics series
    Pogue’s Basics series is a collection of practical, tip-filled books by technology writer David Pogue that reveal simple shortcuts and hidden features for everyday tech and life tasks.
  • D. Addison-Wesley
    Addison-Wesley is a prominent American publishing company known for its influential textbooks and professional books in science, engineering, and computer science.
  • E. The Well-Grounded Rubyist
    The Well-Grounded Rubyist is a widely respected programming book that provides a clear, thorough introduction to the Ruby language and its idioms for both new and experienced developers.
  • 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: Apress Pro series
Triple: [Pro Git, isPartOf, Apress Pro series]
Generated description
The Apress Pro series is a collection of advanced, practitioner-focused technical books aimed at professional developers and IT experts.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Apress Pro series
Target entity description: The Apress Pro series is a collection of advanced, practitioner-focused technical books aimed at professional developers and IT experts.
  • A. O’Reilly Library
    O’Reilly Library is the main academic library of Dublin City University, providing study spaces, print and digital collections, and research support for students and staff.
  • B. O'Reilly Media
    O'Reilly Media is a prominent technology and learning company known for its influential tech books, online training, and conferences that have shaped modern software and internet culture.
  • C. Pogue’s Basics series
    Pogue’s Basics series is a collection of practical, tip-filled books by technology writer David Pogue that reveal simple shortcuts and hidden features for everyday tech and life tasks.
  • D. Addison-Wesley
    Addison-Wesley is a prominent American publishing company known for its influential textbooks and professional books in science, engineering, and computer science.
  • E. The Well-Grounded Rubyist
    The Well-Grounded Rubyist is a widely respected programming book that provides a clear, thorough introduction to the Ruby language and its idioms for both new and experienced developers.
  • 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_69ca829851908190b4e03829353ee7c3 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb3c274ce48190854d389d43ce14b8 completed March 31, 2026, 3:14 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc5677968881908835169157244962 completed March 31, 2026, 11:19 p.m.
NEDg Description generation batch_69cc58a8f3d08190bec84dc1ba3b5b84 completed March 31, 2026, 11:28 p.m.
NED2 Entity disambiguation (via description) batch_69cc5cb2963c81908a8dfbb1f84845bc completed March 31, 2026, 11:45 p.m.
Created at: March 30, 2026, 5:14 p.m.