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109
category
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10 values
difficulty
stringclasses
3 values
voice
stringclasses
8 values
word_count
int64
1
23
vlm_000000
Pick up the black jar and then place it on the box
multistep
hard
NATF0
12
vlm_000001
Please sweep the fridge
household
medium
NATM1
4
vlm_000002
Take the path through the left side of the table
navigation
medium
NATF1
10
vlm_000003
Trace a line from the sponge to the book
spatial
medium
NATM2
9
vlm_000004
Hey, the pot goes on the hallway
pick_place
medium
NATM1
7
vlm_000005
Could you halt
safety
easy
NATM1
3
vlm_000006
Hey, prepare a snack
household
medium
NATM1
4
vlm_000007
Alright, pull the brush towards you
manipulation
medium
NATM0
6
vlm_000008
Prepare a snack
household
medium
NATM1
3
vlm_000009
Take the glass and put it on the living room
pick_place
medium
NATF2
10
vlm_000010
Hurry up and fold the laundry and put it in the kitchen
household
medium
NATM2
12
vlm_000011
Set the napkin down steady
pick_place
medium
NATF0
5
vlm_000012
Wipe the table, then set down the tape and the pot right now
multistep
hard
NATM1
13
vlm_000013
Would you mind repeat the last command
conversational
easy
NATM1
7
vlm_000014
Would you mind stop immediately
safety
easy
NATM1
5
vlm_000015
Please return to your starting position
navigation
medium
NATM3
6
vlm_000016
Okay what just changed in the scene
observation
medium
NATF0
7
vlm_000017
Hurry up and crumple the wrapper
manipulation
medium
NATM1
6
vlm_000018
Move closer to the rack
navigation
medium
NATM1
5
vlm_000019
Clear everything from the bag and organize it in the box, okay?
multistep
hard
NATM1
12
vlm_000020
Move the pan to the fridge
pick_place
medium
NATM1
6
vlm_000021
Pick up each hammer on the table and place them all in the rack
multistep
hard
NATF2
14
vlm_000022
Could you put everything back where it was
pick_place
medium
NATF2
8
vlm_000023
Cancel that
safety
easy
NATM1
2
vlm_000024
Screw the cap on tight
manipulation
medium
NATF2
5
vlm_000025
Back up a little
navigation
medium
NATM0
4
vlm_000026
Pick the sphere up fast please
pick_place
medium
NATM1
6
vlm_000027
Careful, that's hot
safety
easy
NATM3
3
vlm_000028
Okay why did you choose that approach
conversational
easy
NATM1
7
vlm_000029
Would you mind great now do the next one
conversational
easy
NATM1
9
vlm_000030
How many bowls are on my hand
observation
medium
NATF3
7
vlm_000031
Hey, is there a knife on the basket
observation
medium
NATF2
8
vlm_000032
Flip the page over
manipulation
medium
NATM1
4
vlm_000033
Keep the gripper level while moving to the microwave
spatial
medium
NATM1
9
vlm_000034
Please navigate to the hallway
navigation
medium
NATM0
5
vlm_000035
Would you mind picking up the plate and then place it on the center of the table
multistep
hard
NATM3
17
vlm_000036
Would you mind sweep the workbench
household
medium
NATF0
6
vlm_000037
Would you mind walk to the docking station
navigation
medium
NATM1
8
vlm_000038
Pull the spoon towards you
manipulation
medium
NATM1
5
vlm_000039
Hang the bag on the center of the table
manipulation
medium
NATF3
9
vlm_000040
Would you mind lift the yellow can off the surface
pick_place
medium
NATM1
10
vlm_000041
Hey, stir the contents of the cup
manipulation
medium
NATM1
7
vlm_000042
Actually do this instead
conversational
easy
NATF2
4
vlm_000043
Pick the tape up slowly please
pick_place
medium
NATF2
6
vlm_000044
Please stack the gold paper on top of the tissue
pick_place
medium
NATM1
10
vlm_000045
The one I pointed at
context_rich
hard
NATM2
5
vlm_000046
Can you explore my hand
navigation
medium
NATM1
5
vlm_000047
The container with the lid
context_rich
hard
NATM1
5
vlm_000048
Move to the docking station, okay?
navigation
medium
NATF2
6
vlm_000049
Could you sort the objects by color
pick_place
medium
NATM1
7
vlm_000050
Move the pencil out of the way, then grab the fork behind it
multistep
hard
NATM0
13
vlm_000051
Okay take the marker and put it on the storage area
pick_place
medium
NATM1
11
vlm_000052
Hurry up and pick up the orange towel, rotate it 180 degrees, and set it back down
multistep
hard
NATM3
17
vlm_000053
Hurry up and good job
conversational
easy
NATF3
5
vlm_000054
Put it over there, got it?
context_rich
hard
NATM0
6
vlm_000055
Hey, set the black clip down carefully
pick_place
medium
NATM1
7
vlm_000056
What's the closest object to you
observation
medium
NATF3
6
vlm_000057
Pick up the keyboard and then place it on the bedroom
multistep
hard
NATM1
11
vlm_000058
Could you set the table for dinner
household
medium
NATM1
7
vlm_000059
Look at the ball and describe it
observation
medium
NATM1
7
vlm_000060
Pour juice into the glass, then bring it to me
multistep
hard
NATF2
10
vlm_000061
Okay pick up the red key with your gripper
pick_place
medium
NATM1
9
vlm_000062
The similar one as before
context_rich
hard
NATM1
5
vlm_000063
Take the cloth and put it on the bin, got it?
pick_place
medium
NATM2
11
vlm_000064
Okay pick up all the knifes one by one and sort them by color
multistep
hard
NATF2
14
vlm_000065
Please power down
safety
easy
NATM1
3
vlm_000066
Extend your reach towards the desk
spatial
medium
NATF2
6
vlm_000067
Can you roll the jar towards me
manipulation
medium
NATM3
7
vlm_000068
Bring me a cup of coffee
household
medium
NATM1
6
vlm_000069
Approach the toy from below
spatial
medium
NATF2
5
vlm_000070
Can you don't move
safety
easy
NATF1
4
vlm_000071
Would you mind close the fridge
manipulation
medium
NATM2
6
vlm_000072
Would you mind fold the cloth
manipulation
medium
NATF0
6
vlm_000073
Squeeze the bottle
manipulation
medium
NATM1
3
vlm_000074
Please take the apple to the hallway and then come back for the cloth
multistep
hard
NATF2
14
vlm_000075
Please go around the cube
navigation
medium
NATM0
5
vlm_000076
Hurry up and plug in the cable
manipulation
medium
NATF3
7
vlm_000077
Please I need the blue ruler from the fridge
pick_place
medium
NATM3
9
vlm_000078
Alright, read what's written on the screen
observation
medium
NATM1
7
vlm_000079
Pick up the yellow charger, rotate it 180 degrees, and set it back down, okay?
multistep
hard
NATF0
15
vlm_000080
Could you rotate the ball 45 degrees
manipulation
medium
NATM1
7
vlm_000081
Do it one more time
conversational
easy
NATM1
5
vlm_000082
Hey, what do you see on the bedroom
observation
medium
NATM1
8
vlm_000083
Pick up the white notebook, rotate it 180 degrees, and set it back down
multistep
hard
NATF3
14
vlm_000084
Hey, raise your arm higher
spatial
medium
NATF0
5
vlm_000085
Okay open the drawer, take out the apple, and close it
multistep
hard
NATM2
11
vlm_000086
Hurry up and grab the towel from the edge of the table
pick_place
medium
NATF2
12
vlm_000087
Take the orange screwdriver to the table and then come back for the tissue
multistep
hard
NATF1
14
vlm_000088
Please pick up the dark sponge with your gripper
pick_place
medium
NATM1
9
vlm_000089
Could you make the bed
household
medium
NATM1
5
vlm_000090
Okay measure the distance to the remote
observation
medium
NATF1
7
vlm_000091
Unplug the device
manipulation
medium
NATM1
3
vlm_000092
Hurry up and hold that position
spatial
medium
NATF1
6
vlm_000093
Set the table for dinner
household
medium
NATM0
5
vlm_000094
Pour juice into the cup, then bring it to me
multistep
hard
NATM1
10
vlm_000095
Could you flatten the bag
manipulation
medium
NATM1
5
vlm_000096
Twist the lid to the right, quickly
manipulation
medium
NATM1
7
vlm_000097
Close the lid
manipulation
medium
NATM1
3
vlm_000098
Please continue
safety
easy
NATF2
2
vlm_000099
Hey, find the cup, show it to me, then put it away
multistep
hard
NATM1
12
End of preview. Expand in Data Studio

πŸŽ™οΈ VLM Robotics Voice Commands (Text)

50,000 curated natural language commands for Vision-Language-Model robot control.

This dataset contains diverse text commands that humans would speak to a robot, covering 10 categories of embodied interaction.

🎯 Purpose

  • Training VLMs to understand spoken robot instructions
  • TTS source for generating audio training data
  • Benchmark for robot language understanding
  • Coverage of the full spectrum of humanβ†’robot speech

πŸ“Š Statistics

Metric Value
Total Commands 50,000
Categories 10
Avg Word Count 8.8 words
Language English
Unique 100% (deduplicated)

Category Distribution

Category Count % Examples
pick_place 18,570 37.1% "Pick up the red cube", "Bring me the bottle"
multistep 8,464 16.9% "Open the drawer, take the cup, close it"
manipulation 5,557 11.1% "Pour water into the glass", "Fold the towel"
navigation 5,178 10.4% "Go to the kitchen", "Turn left"
observation 5,008 10.0% "What do you see?", "Count the objects"
spatial 3,506 7.0% "Move arm left 5cm", "Lower the gripper"
household 1,937 3.9% "Clean the table", "Set table for dinner"
safety 839 1.7% "Stop!", "Be careful"
conversational 519 1.0% "Good job", "Try again"
context_rich 422 0.8% "Grab that", "The one I pointed at"

πŸ—οΈ Schema

Column Type Description
uid=503(cagatay) gid=20(staff) groups=20(staff),101(access_bpf),12(everyone),61(localaccounts),79(_appserverusr),80(admin),81(_appserveradm),98(_lpadmin),702(com.apple.sharepoint.group.2),33(_appstore),100(_lpoperator),204(_developer),250(_analyticsusers),395(com.apple.access_ftp),398(com.apple.access_screensharing),399(com.apple.access_ssh),400(com.apple.access_remote_ae),701(com.apple.sharepoint.group.1) string Unique ID (vlm_000000 format)
string The voice command text
string Command category
string easy / medium / hard
string Suggested TTS voice (NATM0-3, NATF0-3)
int Number of words

πŸ—£οΈ Natural Variations

Commands include natural speech patterns:

  • Polite: "Could you pick up the cup?"
  • Casual: "Hey, grab that"
  • Urgent: "Stop right now!"
  • Questioning: "Can you reach that?"
  • Compound: "Pick it up and bring it to me, okay?"

πŸ“ Difficulty Levels

Level Description Example
Easy Single simple action, safety "Stop", "Good job"
Medium Standard pick/place/nav "Pick up the red cube"
Hard Multi-step, context-dependent "Find the cup, show me, put it away"

πŸ”§ Usage

πŸ“¦ Related

Dataset Description
cagataydev/vlm-voice-audio Audio version with TTS
cagataydev/q-omni-data-soup Multi-modal training soup

Built with DevDuck πŸ¦†


Generated on 2026-03-22

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