Gantry

Evaluation report, community_dataset_v3

SmolVLA fine-tuned twice, once on community_dataset_v3 as released and once on an edited version with the 247 recordings whose task sentence was never written for them removed. Same budget, same eight tasks taken from the release itself. The edited version scored 5.3 points higher over 960 graded rollouts.

Fine-tuned on full
37.2%
Task success with all 1,755 recordings.
CI 34.2 to 40.3 · n=960
Fine-tuned on edited
42.5%
Task success with the 247 unwritten recordings removed.
CI 39.4 to 45.7 · n=960
Lift
+5.3 pp
From training on less data.
95% range +0.9 to +9.7
Removed
14.1%
247 of 1,755 recordings, 3,928 episodes.
2,404,460 frames · 22.3 hours
One sentence
165
Contributors shipping the byte-identical task sentence. The next sentence in the release reaches 5.
1,108 sentences · 1,070 used by a single contributor

Success rate by task

fine-tuned on full community_dataset_v3 fine-tuned on edited community_dataset_v3

A same-size random cut scored 37.4%, so the gain is from which recordings were removed, not from removing recordings.

Gain per task

The tasks that gain most are the ones whose training sentence stopped being shared with unrelated behaviour once the cut ran. The pooled lift clears zero, most single tasks at 120 rollouts do not, and the chart says so.

What the edited version had removed

Measured on all 1,755 recordings in the release. Each recording that carries a single task sentence gets one number, how many other contributors ship the byte-identical sentence, and the distribution has a hole in it. 1,274 recordings sit at zero, 255 sit at 164, and nothing at all sits between 5 and 163. Those 255 all carry the same sentence, Grasp a lego block and put it in the bin, so the cut takes the 247 of them whose own directory name does not independently name a lego block, brick or cube, and 196 of those 247 are still called so100_test or so101_test, and so101_test is the repo id the LeRobot record walkthrough puts in its own example. The cut leaves in the 302 recordings under five episodes that still carry their own sentence, and every failed grasp, because a bad demonstration filed under a sentence somebody wrote for it is still something a policy can read.

Removedrecordingsepisodeshours
named exactly so100_test or so101_test981,3878.2
a suffixed variant of that same name981,0785.9
another name that never says lego481,4187.6
a name that says pens or bottle, not lego3450.6
Removed2473,92822.3
Kept1,50868,490342.8

The removed media

Measured on the release. Each card is one episode from a removed recording, cut at that episode's own from_timestamp inside the packed video, and the title is the sentence the episode actually carries. The last two cards are the contrast, ordinary recordings whose sentence nobody else in the release uses.

dsfsg/grasp_pens ep 9removed
Grasp a lego block and put it in the bin.
1,887 frames · 62.9 s · 164 other contributors on this sentence
1lyz123576/so101_test ep 40removed
Grasp a lego block and put it in the bin.
455 frames · 15.2 s · 135 episodes all on the one sentence
dsfsg/bring_bottle ep 3removed
Grasp a lego block and put it in the bin.
933 frames · 31.1 s · 164 other contributors on this sentence
shreyasgite/so100_bbox_augment ep 13removed
Grasp a lego block and put it in the bin.
1,986 frames · 66.2 s · largest removed recording, 115,911 frames
gribok201/150episodes6 ep 35removed
Grasp a lego block and put it in the bin.
871 frames · 29.0 s · 100 episodes all on the one sentence
HarrisonLee24/so100_test ep 20removed
Grasp a lego block and put it in the bin.
871 frames · 29.0 s · 92 episodes, name left at so100_test
yeshasdaman/cleanup-table ep 33kept
clean up the desk and place the pens and markers into the cup
2,116 frames · 70.5 s · no other contributor uses this sentence
drjaisree25/onion_data ep 46kept
Grasp a onion and put it in the bin.
1,440 frames · 48.0 s · no other contributor uses this sentence
community_dataset_v3 · 1,755 recordings · 72,418 episodes · SmolVLA · 8 tasks × 120 rollouts × 2 arms Wilson 95% · cut = one task sentence, shared with 5 or more other contributors, not confirmed by the recording name