mlsanityData to 7 Oct 2026

LLM Granularity for On-the-Fly Robot Control

arXiv 2406.14653 ↗First posted 20 Jun 2024cs.RO cs.AIcited by 2

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Abstract (arXiv)

Assistive robots have attracted significant attention due to their potential to enhance the quality of life for vulnerable individuals like the elderly. The convergence of computer vision, large language models, and robotics has introduced the `visuolinguomotor' mode for assistive robots, where visuals and linguistics are incorporated into assistive robots to enable proactive and interactive assistance. This raises the question: textitIn circumstances where visuals become unreliable or unavailable, can we rely solely on language to control robots, i.e., the viability of the `linguomotor` mode for assistive robots? This work takes the initial steps to answer this question by: 1) evaluating the responses of assistive robots to language prompts of varying granularities; and 2) exploring the necessity and feasibility of controlling the robot on-the-fly. We have designed and conducted experiments on a Sawyer cobot to support our arguments. A Turtlebot robot case is designed to demonstrate the adaptation of the solution to scenarios where assistive robots need to maneuver to assist. Codes will be released on GitHub soon to benefit the community.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 8 of its 12 references that are in the map. First posted on arXiv 20 Jun 2024.

Builds on

8 of 12 references.

References · 8

  1. 2022Interactive Language: Talking to Robots in Real Timecited by 217
  2. 2024Yell At Your Robot: Improving On-the-Fly from Language Correctionscited by 123
  3. 2023"No, to the Right" -- Online Language Corrections for Robotic Manipulation via Shared Autonomycited by 60
  4. 2023Pretrained Language Models as Visual Planners for Human Assistancecited by 28
  5. 2024VoicePilot: Harnessing LLMs as Speech Interfaces for Physically Assistive Robotscited by 16
  6. 2024Smart Help: Strategic Opponent Modeling for Proactive and Adaptive Robot Assistance in Householdscited by 11
  7. 2024How Can Large Language Models Enable Better Socially Assistive Human-Robot Interaction: A Brief Surveycited by 4
  8. 2022A Human-friendly Verbal Communication Platform for Multi-Robot Systems: Design and Principlescited by 2

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Citing papers per year: 2025: 2.

2 papers.