Triple

T21290633
Position Surface form Disambiguated ID Type / Status
Subject Morton M. Denn E524777 entity
Predicate hasWritten P2831 FINISHED
Object Introduction to Chemical Engineering Analysis
Introduction to Chemical Engineering Analysis is a foundational textbook that applies mathematical and engineering principles to model, analyze, and solve core problems in chemical engineering.
E1476563 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: Introduction to Chemical Engineering Analysis | Statement: [Morton M. Denn, hasWritten, Introduction to Chemical Engineering Analysis]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Introduction to Chemical Engineering Analysis
Context triple: [Morton M. Denn, hasWritten, Introduction to Chemical Engineering Analysis]
  • A. Elementary Principles of Composition
    "Elementary Principles of Composition" is a core section of the classic writing guide *The Elements of Style* that outlines fundamental rules for clear, effective English prose.
  • B. Transport Phenomena, Second Edition
    "Transport Phenomena, Second Edition" is a widely used advanced textbook that rigorously covers momentum, heat, and mass transfer, co-authored by R. Byron Bird and known for its fundamental, unified treatment of transport processes in chemical engineering.
  • C. Centre of Excellence in Chemical Engineering and Technology
    The Centre of Excellence in Chemical Engineering and Technology is a specialized research and innovation hub within the Institute of Chemical Technology, Mumbai, focused on advancing cutting-edge chemical engineering and related technologies.
  • D. School of Chemical Engineering
    The School of Chemical Engineering is an academic unit specializing in chemical engineering education and research within Hanoi University of Science and Technology.
  • E. School of Chemical Engineering
    The School of Chemical Engineering is a specialized academic unit of East China University of Science and Technology focused on education and research in chemical engineering and related disciplines.
  • 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: Introduction to Chemical Engineering Analysis
Triple: [Morton M. Denn, hasWritten, Introduction to Chemical Engineering Analysis]
Generated description
Introduction to Chemical Engineering Analysis is a foundational textbook that applies mathematical and engineering principles to model, analyze, and solve core problems in chemical engineering.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Introduction to Chemical Engineering Analysis
Target entity description: Introduction to Chemical Engineering Analysis is a foundational textbook that applies mathematical and engineering principles to model, analyze, and solve core problems in chemical engineering.
  • A. Elementary Principles of Composition
    "Elementary Principles of Composition" is a core section of the classic writing guide *The Elements of Style* that outlines fundamental rules for clear, effective English prose.
  • B. Transport Phenomena, Second Edition
    "Transport Phenomena, Second Edition" is a widely used advanced textbook that rigorously covers momentum, heat, and mass transfer, co-authored by R. Byron Bird and known for its fundamental, unified treatment of transport processes in chemical engineering.
  • C. Centre of Excellence in Chemical Engineering and Technology
    The Centre of Excellence in Chemical Engineering and Technology is a specialized research and innovation hub within the Institute of Chemical Technology, Mumbai, focused on advancing cutting-edge chemical engineering and related technologies.
  • D. School of Chemical Engineering
    The School of Chemical Engineering is an academic unit specializing in chemical engineering education and research within Hanoi University of Science and Technology.
  • E. School of Chemical Engineering
    The School of Chemical Engineering is a specialized academic unit of East China University of Science and Technology focused on education and research in chemical engineering and related disciplines.
  • 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_69e0b5171f6c8190a5d57201ede73811 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e736d9467881908ec5b1dec76e6f5d completed April 21, 2026, 8:35 a.m.
NED1 Entity disambiguation (via context triple) batch_6a09980e17f0819087ae4fd3712fb584 completed May 17, 2026, 10:27 a.m.
NEDg Description generation batch_6a0998d6b37881908a1b09afc1f67746 completed May 17, 2026, 10:30 a.m.
NED2 Entity disambiguation (via description) batch_6a0999884e0481909b7ea54cd7ef87b5 completed May 17, 2026, 10:33 a.m.
Created at: April 16, 2026, 4:04 p.m.