Triple
T18347898
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jay Forrester |
E439589
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Industrial Dynamics
Industrial Dynamics is a foundational book by Jay Forrester that established the field of system dynamics by analyzing how feedback processes drive behavior in industrial and economic systems.
|
E1319450
|
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: Industrial Dynamics | Statement: [Jay Forrester, notableWork, Industrial Dynamics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Industrial Dynamics Context triple: [Jay Forrester, notableWork, Industrial Dynamics]
-
A.
Industrial Fluctuations
Industrial Fluctuations is an influential economic study by Arthur Cecil Pigou that analyzes the causes and patterns of business cycles and variations in industrial activity.
-
B.
Industrial Drive
Industrial Drive is a roadway that serves as a key access route to industrial and commercial areas in and around Mayfield.
-
C.
Industrial Products Company
Industrial Products Company is a business division of Fuji Heavy Industries that focuses on manufacturing and supplying industrial machinery and equipment.
-
D.
Industrial Technology Advisors
Industrial Technology Advisors are specialized professionals who provide technical and business guidance to companies seeking innovation support through Canada’s Industrial Research Assistance Program.
-
E.
Industrial Solutions
Industrial Solutions is a Panasonic Corporation business segment that provides components, devices, and systems for industrial and manufacturing applications.
- 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: Industrial Dynamics Triple: [Jay Forrester, notableWork, Industrial Dynamics]
Generated description
Industrial Dynamics is a foundational book by Jay Forrester that established the field of system dynamics by analyzing how feedback processes drive behavior in industrial and economic systems.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Industrial Dynamics Target entity description: Industrial Dynamics is a foundational book by Jay Forrester that established the field of system dynamics by analyzing how feedback processes drive behavior in industrial and economic systems.
-
A.
Industrial Fluctuations
Industrial Fluctuations is an influential economic study by Arthur Cecil Pigou that analyzes the causes and patterns of business cycles and variations in industrial activity.
-
B.
Industrial Drive
Industrial Drive is a roadway that serves as a key access route to industrial and commercial areas in and around Mayfield.
-
C.
Industrial Products Company
Industrial Products Company is a business division of Fuji Heavy Industries that focuses on manufacturing and supplying industrial machinery and equipment.
-
D.
Industrial Technology Advisors
Industrial Technology Advisors are specialized professionals who provide technical and business guidance to companies seeking innovation support through Canada’s Industrial Research Assistance Program.
-
E.
Industrial Solutions
Industrial Solutions is a Panasonic Corporation business segment that provides components, devices, and systems for industrial and manufacturing applications.
- 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_69d8b9175fec8190af865699b4e64d8c |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e514f594f88190a683e6224e091593 |
completed | April 19, 2026, 5:46 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a03cc266d608190988a7250a2626575 |
completed | May 13, 2026, 12:56 a.m. |
| NEDg | Description generation | batch_6a03cd30105c8190925ebd435d7b2925 |
completed | May 13, 2026, 1 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a03cdac1cc48190a1056371bed04c90 |
completed | May 13, 2026, 1:02 a.m. |
Created at: April 10, 2026, 10:37 a.m.