Triple
T3325894
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | control theory |
E69912
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object |
operations research
Operations research is an applied mathematical discipline that uses advanced analytical methods such as optimization, statistics, and modeling to support decision-making and improve the efficiency of complex systems in fields like logistics, finance, and engineering.
|
E348641
|
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: operations research | Statement: [control theory, relatedTo, operations research]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: operations research Context triple: [control theory, relatedTo, operations research]
-
A.
Operations Research
Operations Research is a leading peer-reviewed academic journal that publishes advanced research on the theory and application of analytical methods to decision-making and optimization in complex systems.
-
B.
Management Science
Management Science is a leading peer-reviewed academic journal that publishes research on quantitative and analytical approaches to management and decision-making across a wide range of business and organizational domains.
-
C.
Industrial and Operations Engineering
Industrial and Operations Engineering is an engineering discipline focused on designing, optimizing, and managing complex systems, processes, and organizations to improve efficiency, quality, and productivity.
-
D.
Department of Computational Applied Mathematics and Operations Research
The Department of Computational Applied Mathematics and Operations Research is an academic unit specializing in advanced mathematical modeling, optimization, and computational methods for solving complex real-world problems.
-
E.
INFORMS Journal on Applied Analytics
INFORMS Journal on Applied Analytics is a peer-reviewed academic journal that focuses on real-world applications of operations research and analytics to improve decision-making in business, government, and industry.
- 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: operations research Triple: [control theory, relatedTo, operations research]
Generated description
Operations research is an applied mathematical discipline that uses advanced analytical methods such as optimization, statistics, and modeling to support decision-making and improve the efficiency of complex systems in fields like logistics, finance, and engineering.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: operations research Target entity description: Operations research is an applied mathematical discipline that uses advanced analytical methods such as optimization, statistics, and modeling to support decision-making and improve the efficiency of complex systems in fields like logistics, finance, and engineering.
-
A.
Operations Research
Operations Research is a leading peer-reviewed academic journal that publishes advanced research on the theory and application of analytical methods to decision-making and optimization in complex systems.
-
B.
Management Science
Management Science is a leading peer-reviewed academic journal that publishes research on quantitative and analytical approaches to management and decision-making across a wide range of business and organizational domains.
-
C.
Industrial and Operations Engineering
Industrial and Operations Engineering is an engineering discipline focused on designing, optimizing, and managing complex systems, processes, and organizations to improve efficiency, quality, and productivity.
-
D.
Department of Computational Applied Mathematics and Operations Research
The Department of Computational Applied Mathematics and Operations Research is an academic unit specializing in advanced mathematical modeling, optimization, and computational methods for solving complex real-world problems.
-
E.
INFORMS Journal on Applied Analytics
INFORMS Journal on Applied Analytics is a peer-reviewed academic journal that focuses on real-world applications of operations research and analytics to improve decision-making in business, government, and industry.
- 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_69ad85a1829881908942c14075644d0d |
completed | March 8, 2026, 2:20 p.m. |
| NER | Named-entity recognition | batch_69adb16ca13c8190aea8caed8ccd9b88 |
completed | March 8, 2026, 5:27 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b31a7b26248190b9bf159982d7d19e |
completed | March 12, 2026, 7:56 p.m. |
| NEDg | Description generation | batch_69b31e4ca140819099de4546b0cb14d6 |
completed | March 12, 2026, 8:13 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b31ec53b848190b56ca349f53ff447 |
completed | March 12, 2026, 8:15 p.m. |
Created at: March 8, 2026, 3:12 p.m.