Triple

T11977947
Position Surface form Disambiguated ID Type / Status
Subject Richard M. Murray E285082 entity
Predicate notableWork P4 FINISHED
Object A Mathematical Introduction to Robotic Manipulation
A Mathematical Introduction to Robotic Manipulation is a foundational textbook that rigorously presents the kinematics, dynamics, and control of robot manipulators using modern mathematical tools.
E957997 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 Mathematical Introduction to Robotic Manipulation | Statement: [Richard M. Murray, notableWork, A Mathematical Introduction to Robotic Manipulation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: A Mathematical Introduction to Robotic Manipulation
Context triple: [Richard M. Murray, notableWork, A Mathematical Introduction to Robotic Manipulation]
  • 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. 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.
  • C. 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.
  • D. Special Purpose Dexterous Manipulator
    The Special Purpose Dexterous Manipulator, also known as Dextre, is a two-armed robotic system on the International Space Station designed to perform delicate maintenance tasks and reduce the need for astronaut spacewalks.
  • E. Dextre robotic manipulator
    The Dextre robotic manipulator is a sophisticated two-armed robot on the International Space Station designed to perform delicate maintenance tasks and reduce the need for astronaut spacewalks.
  • 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 Mathematical Introduction to Robotic Manipulation
Triple: [Richard M. Murray, notableWork, A Mathematical Introduction to Robotic Manipulation]
Generated description
A Mathematical Introduction to Robotic Manipulation is a foundational textbook that rigorously presents the kinematics, dynamics, and control of robot manipulators using modern mathematical tools.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: A Mathematical Introduction to Robotic Manipulation
Target entity description: A Mathematical Introduction to Robotic Manipulation is a foundational textbook that rigorously presents the kinematics, dynamics, and control of robot manipulators using modern mathematical tools.
  • 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. 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.
  • C. 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.
  • D. Special Purpose Dexterous Manipulator
    The Special Purpose Dexterous Manipulator, also known as Dextre, is a two-armed robotic system on the International Space Station designed to perform delicate maintenance tasks and reduce the need for astronaut spacewalks.
  • E. Dextre robotic manipulator
    The Dextre robotic manipulator is a sophisticated two-armed robot on the International Space Station designed to perform delicate maintenance tasks and reduce the need for astronaut spacewalks.
  • 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_69d6ab2eaeb881909f7914758f859413 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d90393cfb08190b5b45d3e5e32fad3 completed April 10, 2026, 2:05 p.m.
NED1 Entity disambiguation (via context triple) batch_69f471f6afc48190856a0f7c486b28aa completed May 1, 2026, 9:27 a.m.
NEDg Description generation batch_69f47b7ac4048190ae09f18f1a90338f completed May 1, 2026, 10:07 a.m.
NED2 Entity disambiguation (via description) batch_69f47db91f38819092b7b5c5e2bb489b completed May 1, 2026, 10:17 a.m.
Created at: April 8, 2026, 9:46 p.m.