Triple

T4097211
Position Surface form Disambiguated ID Type / Status
Subject R. Byron Bird E87849 entity
Predicate notableWork P4 FINISHED
Object Transport Phenomena
Transport Phenomena is a foundational textbook in chemical engineering that systematically treats momentum, heat, and mass transfer using a unified, rigorous mathematical framework.
E412609 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: Transport Phenomena | Statement: [R. Byron Bird, notableWork, Transport Phenomena]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transport Phenomena
Context triple: [R. Byron Bird, notableWork, Transport Phenomena]
  • A. Transportation Science
    Transportation Science is a leading peer-reviewed academic journal that focuses on analytical and quantitative research in transportation systems and logistics.
  • B. Loop transportation system
    The Loop transportation system is The Boring Company’s proposed network of underground tunnels using autonomous electric vehicles to move passengers rapidly and bypass surface traffic congestion.
  • C. Transport Area
    The Transport Area is the part of the Internet Engineering Task Force (IETF) responsible for developing and maintaining transport-layer protocols and related technologies that govern end-to-end data delivery on the Internet.
  • D. Mobility
    Mobility is a Siemens business division focused on providing rail and intelligent transportation systems and services for sustainable, efficient mobility solutions worldwide.
  • E. Transport Focus
    Transport Focus is an independent watchdog organization in Great Britain that represents the interests of transport users, particularly rail, bus, and road passengers, by monitoring services and advocating for improvements.
  • 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: Transport Phenomena
Triple: [R. Byron Bird, notableWork, Transport Phenomena]
Generated description
Transport Phenomena is a foundational textbook in chemical engineering that systematically treats momentum, heat, and mass transfer using a unified, rigorous mathematical framework.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Transport Phenomena
Target entity description: Transport Phenomena is a foundational textbook in chemical engineering that systematically treats momentum, heat, and mass transfer using a unified, rigorous mathematical framework.
  • A. Transportation Science
    Transportation Science is a leading peer-reviewed academic journal that focuses on analytical and quantitative research in transportation systems and logistics.
  • B. Loop transportation system
    The Loop transportation system is The Boring Company’s proposed network of underground tunnels using autonomous electric vehicles to move passengers rapidly and bypass surface traffic congestion.
  • C. Transport Area
    The Transport Area is the part of the Internet Engineering Task Force (IETF) responsible for developing and maintaining transport-layer protocols and related technologies that govern end-to-end data delivery on the Internet.
  • D. Mobility
    Mobility is a Siemens business division focused on providing rail and intelligent transportation systems and services for sustainable, efficient mobility solutions worldwide.
  • E. Transport Focus
    Transport Focus is an independent watchdog organization in Great Britain that represents the interests of transport users, particularly rail, bus, and road passengers, by monitoring services and advocating for improvements.
  • 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_69aed94564cc8190a9c1457daedb6e7f completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aefcdef11081908c626a89f2c0e121 completed March 9, 2026, 5:01 p.m.
NED1 Entity disambiguation (via context triple) batch_69b56b725788819091c6aaeccfb86964 completed March 14, 2026, 2:06 p.m.
NEDg Description generation batch_69b56c5bb12881908cf2c74d68ecd5b6 completed March 14, 2026, 2:10 p.m.
NED2 Entity disambiguation (via description) batch_69b56cc2ae948190a5e13992626dd547 completed March 14, 2026, 2:12 p.m.
Created at: March 9, 2026, 3:40 p.m.