Triple
T10673067
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | subsumption architecture |
E251542
|
entity |
| Predicate | notablePublication |
P4
|
FINISHED |
| Object |
A robust layered control system for a mobile robot
"A robust layered control system for a mobile robot" is a seminal research paper by Rodney Brooks that introduced the subsumption architecture, a behavior-based approach to robot control using layered, reactive modules instead of traditional centralized planning.
|
E251542
|
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: A robust layered control system for a mobile robot | Statement: [subsumption architecture, notablePublication, A robust layered control system for a mobile robot]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: A robust layered control system for a mobile robot Context triple: [subsumption architecture, notablePublication, A robust layered control system for a mobile robot]
-
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.
CMU Highly Intelligent Mobile Platform
CMU Highly Intelligent Mobile Platform (CHIMP) is a sophisticated humanoid robot developed at Carnegie Mellon University for advanced mobility, manipulation, and autonomous operation in challenging environments.
-
C.
Technical Committee on Mobile Robots
The Technical Committee on Mobile Robots is a specialized IEEE Robotics and Automation Society group that advances research, standards, and collaboration in autonomous and mobile robotics.
-
D.
Modern Robotics control hardware
Modern Robotics control hardware is a suite of electronic control modules and interfaces used in FIRST Tech Challenge robots to manage motors, sensors, and overall robot operation.
-
E.
subsumption architecture
Subsumption architecture is a robotics control framework introduced by Rodney Brooks that builds complex behavior from layered, simple, reactive modules without relying on centralized world models.
- 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: A robust layered control system for a mobile robot Triple: [subsumption architecture, notablePublication, A robust layered control system for a mobile robot]
Generated description
"A robust layered control system for a mobile robot" is a seminal research paper by Rodney Brooks that introduced the subsumption architecture, a behavior-based approach to robot control using layered, reactive modules instead of traditional centralized planning.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: A robust layered control system for a mobile robot Target entity description: "A robust layered control system for a mobile robot" is a seminal research paper by Rodney Brooks that introduced the subsumption architecture, a behavior-based approach to robot control using layered, reactive modules instead of traditional centralized planning.
-
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.
CMU Highly Intelligent Mobile Platform
CMU Highly Intelligent Mobile Platform (CHIMP) is a sophisticated humanoid robot developed at Carnegie Mellon University for advanced mobility, manipulation, and autonomous operation in challenging environments.
-
C.
Technical Committee on Mobile Robots
The Technical Committee on Mobile Robots is a specialized IEEE Robotics and Automation Society group that advances research, standards, and collaboration in autonomous and mobile robotics.
-
D.
Modern Robotics control hardware
Modern Robotics control hardware is a suite of electronic control modules and interfaces used in FIRST Tech Challenge robots to manage motors, sensors, and overall robot operation.
-
E.
subsumption architecture
chosen
Subsumption architecture is a robotics control framework introduced by Rodney Brooks that builds complex behavior from layered, simple, reactive modules without relying on centralized world models.
- F. None of above.
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_69d6aa5b0d2881909584b20efc5877f0 |
completed | April 8, 2026, 7:19 p.m. |
| NER | Named-entity recognition | batch_69d6f8659d40819087a2709bd24261ee |
completed | April 9, 2026, 12:52 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d9886e3f108190bb6f17d4e2f394ef |
completed | April 10, 2026, 11:31 p.m. |
| NEDg | Description generation | batch_69d98cdf6f0c8190a5b926c439c1aca6 |
completed | April 10, 2026, 11:50 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69d98d5557548190a22102f1c8105e6f |
completed | April 10, 2026, 11:52 p.m. |
Created at: April 8, 2026, 9:09 p.m.