Triple
T4050981
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | ABB |
E84183
|
entity |
| Predicate | hasBusinessSegment |
P1670
|
FINISHED |
| Object |
Robotics & Discrete Automation
Robotics & Discrete Automation is ABB’s business segment focused on industrial robots, machine automation, and digital solutions that enhance manufacturing productivity and flexibility.
|
E409702
|
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: Robotics & Discrete Automation | Statement: [ABB, hasBusinessSegment, Robotics & Discrete Automation]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Robotics & Discrete Automation Context triple: [ABB, hasBusinessSegment, Robotics & Discrete Automation]
-
A.
Robotics: Modelling, Planning and Control
"Robotics: Modelling, Planning and Control" is a widely used advanced robotics textbook that systematically covers the mathematical foundations, algorithms, and practical methods for modeling, planning, and controlling robotic systems.
-
B.
ACM Special Interest Group on Robotics and Automation
The ACM Special Interest Group on Robotics and Automation (SIGART/SIGROBOTICS) is a professional community within the Association for Computing Machinery that focuses on advancing research, education, and collaboration in robotics, automation, and human-robot interaction.
-
C.
IEEE Robotics and Automation Magazine
IEEE Robotics and Automation Magazine is a peer-reviewed periodical that features articles, tutorials, and reviews on cutting-edge research and applications in robotics and automation for both academic and industrial audiences.
-
D.
Springer Handbook of Robotics
Springer Handbook of Robotics is a comprehensive reference work that surveys the fundamental theories, technologies, and applications of modern robotics for researchers, engineers, and students.
-
E.
Science Robotics
Science Robotics is a peer-reviewed scientific journal focusing on cutting-edge research and advances in the field of robotics.
- 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: Robotics & Discrete Automation Triple: [ABB, hasBusinessSegment, Robotics & Discrete Automation]
Generated description
Robotics & Discrete Automation is ABB’s business segment focused on industrial robots, machine automation, and digital solutions that enhance manufacturing productivity and flexibility.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Robotics & Discrete Automation Target entity description: Robotics & Discrete Automation is ABB’s business segment focused on industrial robots, machine automation, and digital solutions that enhance manufacturing productivity and flexibility.
-
A.
Robotics: Modelling, Planning and Control
"Robotics: Modelling, Planning and Control" is a widely used advanced robotics textbook that systematically covers the mathematical foundations, algorithms, and practical methods for modeling, planning, and controlling robotic systems.
-
B.
ACM Special Interest Group on Robotics and Automation
The ACM Special Interest Group on Robotics and Automation (SIGART/SIGROBOTICS) is a professional community within the Association for Computing Machinery that focuses on advancing research, education, and collaboration in robotics, automation, and human-robot interaction.
-
C.
IEEE Robotics and Automation Magazine
IEEE Robotics and Automation Magazine is a peer-reviewed periodical that features articles, tutorials, and reviews on cutting-edge research and applications in robotics and automation for both academic and industrial audiences.
-
D.
Springer Handbook of Robotics
Springer Handbook of Robotics is a comprehensive reference work that surveys the fundamental theories, technologies, and applications of modern robotics for researchers, engineers, and students.
-
E.
Science Robotics
Science Robotics is a peer-reviewed scientific journal focusing on cutting-edge research and advances in the field of robotics.
- 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_69aed930bd5c819083e7dcc14fc44f69 |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aefb8539148190990468c1429be9dd |
completed | March 9, 2026, 4:55 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b55659256081909154569cedd1694a |
completed | March 14, 2026, 12:36 p.m. |
| NEDg | Description generation | batch_69b5572b27c48190989311cef00b5f44 |
completed | March 14, 2026, 12:40 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b55b333ffc8190a5df8b8d7bffa77f |
completed | March 14, 2026, 12:57 p.m. |
Created at: March 9, 2026, 3:37 p.m.