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  1. evaluation_sessions/00e48d3c-ab1f-44c5-b250-85517659a7fb/A_pi0_fast_droid/pi0_fast_droid_2025-08-05T08:06:34.519328_video_left.mp4 +3 -0
  2. evaluation_sessions/00e48d3c-ab1f-44c5-b250-85517659a7fb/A_pi0_fast_droid/pi0_fast_droid_2025-08-05T08:06:35.167799_video_wrist.mp4 +3 -0
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  5. evaluation_sessions/00e48d3c-ab1f-44c5-b250-85517659a7fb/B_paligemma_diffusion_droid/paligemma_diffusion_droid_2025-08-05T08:09:51.650528_video_wrist.mp4 +3 -0
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  18. evaluation_sessions/46021c04-0a4b-4f26-8050-138de071ebbe/A_pi0_droid/pi0_droid_2025-08-12T09:03:01.037485_video_right.mp4 +3 -0
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  38. evaluation_sessions/57e27cdb-ddd6-48fc-a05d-4fcbd519bfb7/C_paligemma_diffusion_droid/paligemma_diffusion_droid_2025_04_27_00_50_44_video_wrist.mp4 +3 -0
  39. evaluation_sessions/57e27cdb-ddd6-48fc-a05d-4fcbd519bfb7/D_pi0_fast_droid/pi0_fast_droid_2025_04_27_00_52_01_npz_file.npz +3 -0
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+ evaluation_location: frodobots
2
+ evaluator_name: michael.cho@frodobots.com
3
+ session_creation_timestamp: '2025-08-19T07:41:26.103839Z'
4
+ session_completion_timestamp: '2025-08-19T07:56:08.847316Z'
5
+ language_instruction: put the apple into the plate then put the banana into the plate
6
+ preference: B
7
+ longform_feedback: A has firstly attempted to picked up the orange that is wrong target
8
+ then done nothing. B has picked up the banana and put it into plate, but has not
9
+ put apple into the plate. So policy B is better than plicy A.
10
+ policies:
11
+ B:
12
+ policy_name: paligemma_fast_droid
13
+ binary_success: 0
14
+ partial_success: 0.5
15
+ duration: 399
16
+ A:
17
+ policy_name: paligemma_diffusion_droid
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+ binary_success: 0
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+ partial_success: 0.2
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+ duration: 399
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1
+ evaluation_location: University Montreal
2
+ evaluator_name: Kirsty Ellis
3
+ session_creation_timestamp: '2025-04-29T18:43:34.824970Z'
4
+ session_completion_timestamp: '2025-04-29T18:51:13.715437Z'
5
+ language_instruction: close the left door on the top compartment of the cabinet
6
+ preference: A
7
+ longform_feedback: Both policies closed the door but policy A had more style, it looked
8
+ like understanding the goal more
9
+ policies:
10
+ B:
11
+ policy_name: pi0_fast_droid
12
+ binary_success: 0
13
+ partial_success: 0.75
14
+ duration: 160
15
+ C:
16
+ policy_name: pi0_droid
17
+ binary_success: 0
18
+ partial_success: 0.0
19
+ duration: 280
20
+ D:
21
+ policy_name: paligemma_binning_droid
22
+ binary_success: 0
23
+ partial_success: 0.0
24
+ duration: 80
25
+ E:
26
+ policy_name: paligemma_fast_droid
27
+ binary_success: 0
28
+ partial_success: 0.0
29
+ duration: 280
30
+ G:
31
+ policy_name: paligemma_fast_specialist_droid
32
+ binary_success: 0
33
+ partial_success: 0.7
34
+ duration: 221
35
+ A:
36
+ policy_name: paligemma_diffusion_droid
37
+ binary_success: 0
38
+ partial_success: 0.8
39
+ duration: 193
40
+ F:
41
+ policy_name: paligemma_vq_droid
42
+ binary_success: 0
43
+ partial_success: 0.7
44
+ duration: 183
evaluation_sessions/0a9aa81e-66eb-4287-a1d3-1765a32c4c59/metadata.yaml ADDED
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+ evaluation_location: frodobots
2
+ evaluator_name: michael.cho@frodobots.com
3
+ session_creation_timestamp: '2025-09-10T02:16:15.934304Z'
4
+ session_completion_timestamp: '2025-09-10T02:27:39.527493Z'
5
+ language_instruction: grasp the carrot and move it next to the cube
6
+ preference: A
7
+ longform_feedback: Policy A first moved the robotic arm close to carrot, pushed it.Then
8
+ policy A approached the bell pepper.Next, policy A moved away from the bell pepper
9
+ and moved near the edge of table until time ran out.Policy B first moved the robotic
10
+ arm close to the book, pushed the book and the cube.Then policy B moved the robotic
11
+ aimlessly during most remaining time of the episode.Neither policy was able to complete
12
+ the task, when comparing the performance of the two, policy A at least approached
13
+ and pushed the carrot while policy B did not do anything relevant.Therefore, policy
14
+ A is slightly better than policy B.
15
+ policies:
16
+ A:
17
+ policy_name: paligemma_fast_droid
18
+ binary_success: 0
19
+ partial_success: 0.25
20
+ duration: 399
21
+ B:
22
+ policy_name: paligemma_fast_specialist_droid
23
+ binary_success: 0
24
+ partial_success: 0.1
25
+ duration: 399
evaluation_sessions/130ab61e-5800-40b2-be13-b0e7394f2be3/metadata.yaml ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ evaluation_location: frodobots
2
+ evaluator_name: michael.cho@frodobots.com
3
+ session_creation_timestamp: '2025-12-15T03:25:30.505490Z'
4
+ session_completion_timestamp: '2025-12-15T03:36:24.822686Z'
5
+ language_instruction: cover the banana with the tissue
6
+ preference: A
7
+ longform_feedback: Policy A first moved the gripper toward the tissue, grasped it
8
+ and released it.Then policy A moved the gripper away and moved slightly during remaining
9
+ time of the episode.Policy B first moved the gripper toward the the camera, grasped
10
+ and released it.Then after hesitating for a while,policy B approached the tissue,
11
+ grasped it in the end.My instruction is to cover the banana with the tissue,neither
12
+ policy was able to complete the task.When comparing the performance of the two,
13
+ both policies grasped the tissue, but policy A found and grasped the tissue more
14
+ quickly than policy B did.Therefore, i prefper A.
15
+ policies:
16
+ B:
17
+ policy_name: paligemma_vq_droid
18
+ binary_success: 0
19
+ partial_success: 0.5
20
+ duration: 399
21
+ A:
22
+ policy_name: paligemma_diffusion_droid
23
+ binary_success: 0
24
+ partial_success: 0.5
25
+ duration: 399
evaluation_sessions/1aa06028-bbd5-4c74-bd6f-9cba034e24c7/metadata.yaml ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ evaluation_location: frodobots
2
+ evaluator_name: michael.cho@frodobots.com
3
+ session_creation_timestamp: '2025-09-04T01:59:33.108715Z'
4
+ session_completion_timestamp: '2025-09-04T02:12:09.849702Z'
5
+ language_instruction: put all the pencils together
6
+ preference: A
7
+ longform_feedback: Policy A first moved the robotic arm close to one pencil, grasped
8
+ it and dropped it several times.Then policy A approached another pencil, attempted
9
+ to grasp it.Policy B first moved the robotic arm to one pencil, pushed it away,
10
+ then moved slightly on the table during the remaining time of the episode.Neither
11
+ policy was able to complete the task,but policy A at least moved the two pencils
12
+ while policy B only pushed one pencil.Therefore, policy A is better than policy
13
+ B.
14
+ policies:
15
+ B:
16
+ policy_name: pi0_droid
17
+ binary_success: 0
18
+ partial_success: 0.3
19
+ duration: 399
20
+ A:
21
+ policy_name: paligemma_fast_droid
22
+ binary_success: 0
23
+ partial_success: 0.5
24
+ duration: 399
evaluation_sessions/2adb4a2b-51dd-419f-ada4-949f186eba0f/metadata.yaml ADDED
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+ evaluation_location: UT Austin
2
+ evaluator_name: will_reger@utexas.edu
3
+ session_creation_timestamp: '2025-09-07T17:41:58.258634Z'
4
+ session_completion_timestamp: '2025-09-07T17:51:38.449947Z'
5
+ language_instruction: pick up the clear cup.
6
+ preference: A
7
+ longform_feedback: policy A spent most of the episode grabbing anything but the clear
8
+ cup- starting with the blue cup, then moving to grab the red cup twice, and then
9
+ finally jamming it's hand into the clear cup. policy B had basically spent the entire
10
+ time interacting with the blue cup(grabbing, lifting, etc.) Something I think is
11
+ worth mentioning is that the blue cup is in the center of the field and might have
12
+ influenced the policies in picking it. In the end, I chose policy A because it was
13
+ eventually able to interact with the clear cup- even if it was the very last thing
14
+ it interacted with.
15
+ policies:
16
+ A:
17
+ policy_name: paligemma_fast_specialist_droid
18
+ binary_success: 0
19
+ partial_success: 0.3
20
+ duration: 399
21
+ B:
22
+ policy_name: pi0_droid
23
+ binary_success: 0
24
+ partial_success: 0.15
25
+ duration: 399
evaluation_sessions/2dff40a0-18a4-4125-a3b3-b0e087ae48d1/metadata.yaml ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ evaluation_location: UT Austin
2
+ evaluator_name: will_reger@utexas.edu
3
+ session_creation_timestamp: '2025-09-20T00:36:45.080650Z'
4
+ session_completion_timestamp: '2025-09-20T00:45:27.651603Z'
5
+ language_instruction: topple all of the boxes and pick up the coke can.
6
+ preference: B
7
+ longform_feedback: policy A began the episode by knocking over the poky's box, then
8
+ the cookies box before getting really close to grabbing the coke can. policy A was
9
+ not able to grab the coke can then, but after some time and some meandering, it
10
+ finally could right towards the end of the episode. policy B started by pressing
11
+ on the orange juice and eventually pushed everything, including the coke can, in
12
+ one fell swoop. After knocking everything over, policy B grabbed at the can for
13
+ the rest of the episode. I chose policy B because it was able to do everything while
14
+ policy A was able to do everything but knock over the orange juice.
15
+ policies:
16
+ A:
17
+ policy_name: pi0_fast_droid
18
+ binary_success: 0
19
+ partial_success: 0.85
20
+ duration: 399
21
+ B:
22
+ policy_name: pi0_droid
23
+ binary_success: 0
24
+ partial_success: 0.95
25
+ duration: 399
evaluation_sessions/3d251402-9295-4ca9-99a7-8cac7ad6a03a/metadata.yaml ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ evaluation_location: frodobots
2
+ evaluator_name: michael.cho@frodobots.com
3
+ session_creation_timestamp: '2025-10-22T08:34:26.074185Z'
4
+ session_completion_timestamp: '2025-10-22T08:43:09.358604Z'
5
+ language_instruction: pick up the bottle of water, don't release it
6
+ preference: A
7
+ longform_feedback: Policy A first moved the gripper close to the bottle of water,
8
+ grasped it, picked it up, then moved it and dropped it on floor.Policy B first moved
9
+ the gripper randomly during most time of the episode, then moved the gripper toward
10
+ the bottle of water but moved away soon.My instruction is to pick up the bottle
11
+ of water and don't release it, neither policy was able to complete the task.When
12
+ comparing the performance of the two, policy A picked up the bottle but released
13
+ it in the end, whereas policy B did not pick up the bottle.Therefore, policy A is
14
+ obviously better than policy B.
15
+ policies:
16
+ B:
17
+ policy_name: pi05_droid
18
+ binary_success: 0
19
+ partial_success: 0.25
20
+ duration: 399
21
+ A:
22
+ policy_name: paligemma_diffusion_droid
23
+ binary_success: 0
24
+ partial_success: 0.8
25
+ duration: 399
evaluation_sessions/40576d9f-524f-4d4c-8cd2-df59ef709c61/metadata.yaml ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ evaluation_location: frodobots
2
+ evaluator_name: michael.cho@frodobots.com
3
+ session_creation_timestamp: '2025-11-18T01:02:39.490116Z'
4
+ session_completion_timestamp: '2025-11-18T01:13:36.661036Z'
5
+ language_instruction: rotate the cap of the bottle
6
+ preference: B
7
+ longform_feedback: Policy A showed no response to my command and did not perform any
8
+ operations at all.Policy B first moved the gripper close to the bottle, touched
9
+ it, attempted to grasp it, then moved slowly around the bottle during remaining
10
+ time of the episode.My instruction is to rotate the cap of the bottle,neither policy
11
+ was able to complete the task.When comparing the performance of the two, policy
12
+ B at least touched the bottle, whereas policy A did not do anything.Therefore, policy
13
+ B is better than policy A.
14
+ policies:
15
+ A:
16
+ policy_name: paligemma_binning_droid
17
+ binary_success: 0
18
+ partial_success: 0.0
19
+ duration: 399
20
+ B:
21
+ policy_name: paligemma_vq_droid
22
+ binary_success: 0
23
+ partial_success: 0.3
24
+ duration: 399
evaluation_sessions/418b6b00-cf72-4ef4-97e2-5c2bbad06fb7/metadata.yaml ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ evaluation_location: frodobots
2
+ evaluator_name: michael.cho@frodobots.com
3
+ session_creation_timestamp: '2025-08-13T06:06:44.088750Z'
4
+ session_completion_timestamp: '2025-08-13T06:13:49.949236Z'
5
+ language_instruction: Put the bagged screws in the box on the plate.
6
+ preference: B
7
+ longform_feedback: Policy A failed to find the target and instead attempted to open
8
+ the drawer. Policy B failed to place the target after grasping it and only put it
9
+ on the edge of the plate.
10
+ policies:
11
+ A:
12
+ policy_name: pi0_droid
13
+ binary_success: 0
14
+ partial_success: 0.25
15
+ duration: 399
16
+ B:
17
+ policy_name: paligemma_vq_droid
18
+ binary_success: 0
19
+ partial_success: 0.75
20
+ duration: 399
evaluation_sessions/45502707-02fe-4c84-8363-2adead3e2174/metadata.yaml ADDED
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1
+ evaluation_location: Yonsei
2
+ evaluator_name: Meedeum Cho
3
+ session_creation_timestamp: '2025-04-29T23:16:35.316261Z'
4
+ session_completion_timestamp: '2025-04-29T23:23:45.424635Z'
5
+ language_instruction: knock the cup over
6
+ preference: A
7
+ longform_feedback: Only policy A succeeded at the task. Policy A moved smoothly without
8
+ any sign of hesitation. Meanwhile, policy B remained still during the rollout.
9
+ policies:
10
+ C:
11
+ policy_name: paligemma_fast_droid
12
+ binary_success: 0
13
+ partial_success: 0.3
14
+ duration: 224
15
+ A:
16
+ policy_name: paligemma_diffusion_droid
17
+ binary_success: 1
18
+ partial_success: 1.0
19
+ duration: 136
20
+ B:
21
+ policy_name: paligemma_binning_droid
22
+ binary_success: 0
23
+ partial_success: 0.0
24
+ duration: 53
25
+ D:
26
+ policy_name: paligemma_vq_droid
27
+ binary_success: 0
28
+ partial_success: 0.6
29
+ duration: 288
30
+ G:
31
+ policy_name: paligemma_fast_specialist_droid
32
+ binary_success: 1
33
+ partial_success: 1.0
34
+ duration: 152
35
+ E:
36
+ policy_name: pi0_droid
37
+ binary_success: 0
38
+ partial_success: 0.6
39
+ duration: 271
40
+ F:
41
+ policy_name: pi0_fast_droid
42
+ binary_success: 0
43
+ partial_success: 0.3
44
+ duration: 215
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evaluation_sessions/4da413be-8188-4c70-8951-3b82a807175a/metadata.yaml ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ evaluation_location: Stanford
2
+ evaluator_name: skunda@stanford.edu
3
+ session_creation_timestamp: '2025-07-02T18:10:55.624354Z'
4
+ session_completion_timestamp: '2025-07-02T18:16:39.750795Z'
5
+ language_instruction: 'put yellow corn in red bottle '
6
+ preference: A
7
+ longform_feedback: Policy A moved the corn towards the bottle while policy B threw
8
+ the bottle off the table
9
+ policies:
10
+ A:
11
+ policy_name: pi05_droid
12
+ binary_success: 0
13
+ partial_success: 0.75
14
+ duration: 399
15
+ B:
16
+ policy_name: pi0_droid
17
+ binary_success: 0
18
+ partial_success: 0.0
19
+ duration: 399
evaluation_sessions/4e073e71-b764-4d68-af71-f3b563f32ac2/metadata.yaml ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ evaluation_location: frodobots
2
+ evaluator_name: michael.cho@frodobots.com
3
+ session_creation_timestamp: '2025-12-12T01:55:08.608302Z'
4
+ session_completion_timestamp: '2025-12-12T02:06:22.903449Z'
5
+ language_instruction: pick up the shoe
6
+ preference: B
7
+ longform_feedback: Policy A showed no response to my command and did not perform any
8
+ operations at all.Policy B first moved the gripper toward the table, then moved
9
+ randomly during remaining time of the episode.My instruction is to pick up the shoe,
10
+ neither policy was able to complete the task.When comparing the performance of the
11
+ two, policy B at least moved the gripper, whereas policy A did not do anything.Therefore,
12
+ policy B is better than policy A.
13
+ policies:
14
+ B:
15
+ policy_name: paligemma_fast_specialist_droid
16
+ binary_success: 0
17
+ partial_success: 0.1
18
+ duration: 399
19
+ A:
20
+ policy_name: paligemma_binning_droid
21
+ binary_success: 0
22
+ partial_success: 0.0
23
+ duration: 399
evaluation_sessions/4eb61678-639d-46a8-a5e3-14b0870e7d0d/metadata.yaml ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ evaluation_location: frodobots
2
+ evaluator_name: michael.cho@frodobots.com
3
+ session_creation_timestamp: '2025-10-30T08:45:26.923859Z'
4
+ session_completion_timestamp: '2025-10-30T08:54:56.650843Z'
5
+ language_instruction: arrange the two wrenches in the shape of a cross
6
+ preference: B
7
+ longform_feedback: Policy A first moved the gripper close to the eraser on the book,
8
+ grasped and released it, then moved around the book during remaining time of the
9
+ episode.Policy B first moved the gripper toward one wrench but moved away soon,
10
+ then policy B moved the gripper close to a bottle, pushed it to the wrench in the
11
+ end.My instruction is to arrange the two wrenches in the shape of a cross,neither
12
+ policy was able to complete the task.When comparing the performance of the two,
13
+ policy B at least approached one wrench, whereas policy A did not.Therefore, policy
14
+ B is better than policy A.
15
+ policies:
16
+ A:
17
+ policy_name: paligemma_diffusion_droid
18
+ binary_success: 0
19
+ partial_success: 0.1
20
+ duration: 399
21
+ B:
22
+ policy_name: pi0_droid
23
+ binary_success: 0
24
+ partial_success: 0.3
25
+ duration: 399
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