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GLM-5.3 · Claude Code · metaworld
GLM-5.3 · Claude Code · metaworld
farama-foundation/metaworld · Sep 27, 2026 · 40 of 50 solved
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Task
Result
Outcome
Steps
Time
Close the open door by pushing it shut
Solved
114
/ 500
82 s
Lock the door by turning the lock knob down
Solved
206
/ 500
2.0 min
Move the gripper to the goal position
Solved
36
/ 500
11 s
Move the gripper to the goal position, reaching over the wall
Solved
135
/ 500
40 s
Open the door by pulling its handle
Solved
205
/ 500
59 s
Pick the cube out of the left bin and place it in the right bin
Solved
184
/ 500
69 s
Pick the nut off the peg by its handle and lift it clear
Not solved
Agent said done
180
/ 500
116 s
Pick the peg out of the hole and lift it to the goal
Solved
151
/ 500
86 s
Pick up the ball and dunk it into the basketball hoop
Solved
133
/ 500
49 s
Pick up the block and place it on the shelf at the goal
Solved
136
/ 500
33 s
Pick up the box lid and place it on top of the box
Solved
111
/ 500
90 s
Pick up the hammer and use it to hammer the nail into the wall
Solved
206
/ 500
84 s
Pick up the peg and insert it sideways into the hole in the box
Solved
218
/ 500
76 s
Pick up the puck and place it at the goal (the goal is in the air)
Solved
114
/ 500
33 s
Pick up the puck and place it at the goal on the other side of a wall
Solved
239
/ 500
29 s
Pick up the round nut by its handle and place it over the peg
Not solved
Agent said done
476
/ 500
6.3 min
Pick up the stick and use it to pull the thermos to the goal
Not solved
Agent gave up
485
/ 500
7.2 min
Pick up the stick and use it to push the thermos to the goal
Solved
169
/ 500
55 s
Press the button down from above
Solved
92
/ 500
17 s
Press the button down from above; a short wall stands in front of it
Solved
151
/ 500
26 s
Press the button horizontally; reach it past the short wall in front of it
Solved
349
/ 500
3.2 min
Press the button on the coffee machine
Solved
24
/ 500
16 s
Press the button on the wall panel by pushing it horizontally
Solved
69
/ 500
26 s
Press the handle down
Solved
53
/ 500
22 s
Press the handle down, approaching from the side
Solved
35
/ 500
61 s
Pull the drawer open by its handle
Solved
94
/ 500
31 s
Pull the handle up
Solved
428
/ 500
4.0 min
Pull the handle up, approaching from the side
Solved
134
/ 500
80 s
Pull the lever up to the goal
Not solved
Agent gave up
471
/ 500
5.7 min
Pull the mug out from under the coffee machine to the target
Not solved
Step budget used up
500
/ 500
11.2 min
Pull the peg out sideways from the hole in the box
Not solved
Agent said done
499
/ 500
10.0 min
Pull the puck back toward the robot to the goal
Solved
169
/ 500
34 s
Push or carry the block into the hole in the table (the block must end within 5 cm of the hole)
Solved
115
/ 500
28 s
Push the ball into the goal
Solved
61
/ 500
21 s
Push the drawer closed
Solved
149
/ 500
110 s
Push the mug under the coffee machine to the target
Solved
92
/ 500
35 s
Push the puck to the goal on the table
Solved
69
/ 500
65 s
Push the puck to the goal, around the wall between them
Not solved
Agent gave up
466
/ 500
8.8 min
Rotate the dial by pushing its handle around
Not solved
Agent timed out
284
/ 500
15.3 min
Slide the plate back out of the net to the goal
Not solved
Agent gave up
494
/ 500
4.5 min
Slide the plate into the goal net
Solved
89
/ 500
24 s
Slide the plate sideways into the goal net
Solved
63
/ 500
26 s
Slide the plate sideways out of the net to the goal
Not solved
Agent gave up
484
/ 500
3.1 min
Slide the window closed by pushing its handle sideways
Solved
91
/ 500
67 s
Slide the window open by pushing its handle sideways
Solved
66
/ 500
32 s
Sweep the puck into the hole in the table
Solved
96
/ 500
48 s
Sweep the puck off the edge of the table
Solved
156
/ 500
94 s
Turn the faucet handle to close it
Solved
131
/ 500
62 s
Turn the faucet handle to open it
Solved
82
/ 500
100 s
Unlock the door by turning the lock knob
Solved
294
/ 500
4.3 min
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