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.