The per-task denominators below include only measured initial-state matches across all three policies. Aggregate differences are descriptive for this finite set, with different prior training and data exposure.
| Task | ACT | GR00T | Adaptive |
|---|---|---|---|
| LMBoxLift | 1 / 1 0 expert requests · 0 switches | 1 / 1 7 expert requests · 0 switches | 1 / 1 7 expert requests · 1 switches |
| LMBoxLiftFloor | 0 / 1 0 expert requests · 0 switches | 1 / 1 12 expert requests · 0 switches | 0 / 1 25 expert requests · 0 switches |
| LMBoxTableToShelfPnP | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches |
| LMDrillLift | 0 / 1 0 expert requests · 0 switches | 1 / 1 9 expert requests · 0 switches | 0 / 1 25 expert requests · 0 switches |
| LMDrillLiftObs | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches |
| LMDrillPnP | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches |
| LMPickDrillFromHolder | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches |
| LMPushButton | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches |
| LMPushShelfForward | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches | Unknown 0 expert requests · 0 switches |
Walk to the table and pick up the box
Native success: Object root world Z >0.18m and at least one finger link within0.2m.
Interpretation: Absolute world root height plus finger proximity; no secure-contact or dwell requirement.
| Matched reset | ACT | GR00T | Adaptive |
|---|---|---|---|
| Seed 1000 Initial states matched | Success · replay 268 steps · 0 expert queries · 0 switches | Success · replay 250 steps · 7 expert queries · 0 switches | Success · replay 256 steps · 7 expert queries · 1 switches |
| Seed 1001 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1002 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1003 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1004 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1005 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1006 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1007 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1008 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1009 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
Walk to the box and pick it up from the floor
Native success: Object root world Z >−0.5m, local-Z/world-up dot ≥0.9, and at least one finger within0.6m.
Interpretation: Absolute root height and orientation; the0.6m finger proximity allowance is a broad proxy.
| Matched reset | ACT | GR00T | Adaptive |
|---|---|---|---|
| Seed 1000 Initial states matched | Failure · replay 1000 steps · 0 expert queries · 0 switches | Success · replay 465 steps · 12 expert queries · 0 switches | Failure · replay 1000 steps · 25 expert queries · 0 switches |
| Seed 1001 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1002 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1003 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1004 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1005 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1006 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1007 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1008 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1009 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
Move the box from the table to the shelf
Native success: Object/destination root separation per axis <[0.16,0.14,0.9227]m, object static, every finger >0.1m away, and destination contact >0.95N.
Interpretation: World-axis root proximity and destination contact; static permits speed up to0.15m/s and0.15rad/s.
| Matched reset | ACT | GR00T | Adaptive |
|---|---|---|---|
| Seed 1000 Pairing pending | Failure · replay 1000 steps · 0 expert queries · 0 switches | Success · replay 492 steps · 13 expert queries · 0 switches | Pending No task outcome counted |
| Seed 1001 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1002 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1003 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1004 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1005 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1006 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1007 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1008 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1009 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
Walk to the table and pick up the power drill
Native success: Drill root world Z >0.16m and approximate grasp predicate.
Interpretation: Grasp is approximated by finger proximity and joint closure, without required object-hand contact.
| Matched reset | ACT | GR00T | Adaptive |
|---|---|---|---|
| Seed 1000 Initial states matched | Failure · replay 1000 steps · 0 expert queries · 0 switches | Success · replay 337 steps · 9 expert queries · 0 switches | Failure · replay 1000 steps · 25 expert queries · 0 switches |
| Seed 1001 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1002 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1003 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1004 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1005 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1006 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1007 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1008 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1009 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
Navigate around the shelf and pick up the power drill from the table
Native success: Drill root world Z >0.16m and approximate grasp predicate. Success does not explicitly require obstacle avoidance.
Interpretation: Approximate grasp; success does not explicitly test that the robot avoided colliding with the obstacle.
| Matched reset | ACT | GR00T | Adaptive |
|---|---|---|---|
| Seed 1000 Pairing pending | Failure · replay 1000 steps · 0 expert queries · 0 switches | Success · replay 511 steps · 13 expert queries · 0 switches | Pending No task outcome counted |
| Seed 1001 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1002 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1003 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1004 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1005 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1006 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1007 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1008 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1009 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
Move the power drill from one table to another
Native success: Drill/destination-table root separation <[0.3,0.27,0.81]m, static, local-Z/world-up dot ≥0.8, and every finger >0.1m away. No contact term.
Interpretation: Root proximity, orientation and static test; no destination contact term.
| Matched reset | ACT | GR00T | Adaptive |
|---|---|---|---|
| Seed 1000 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1001 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1002 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1003 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1004 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1005 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1006 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1007 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1008 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1009 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
Pick up the power drill from the holder
Native success: Drill root world Z >0.13m, approximate grasp, and holder contact is not above0.95N.
Interpretation: Approximate hand grasp plus no holder contact; removing the drill is not a secure-grasp guarantee.
| Matched reset | ACT | GR00T | Adaptive |
|---|---|---|---|
| Seed 1000 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1001 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1002 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1003 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1004 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1005 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1006 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1007 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1008 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1009 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
Walk to the console and press the red button
Native success: Button joint normalized pressedness >0.5 and at least one finger within0.2m.
Interpretation: Normalized joint travel plus finger proximity; no force-contact or sustained-press requirement.
| Matched reset | ACT | GR00T | Adaptive |
|---|---|---|---|
| Seed 1000 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1001 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1002 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1003 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1004 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1005 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1006 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1007 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1008 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1009 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
Push the tall wheeled shelf to the marked area
Native success: Shelf/target root separation <[0.3,0.3,0.01]m, static, local-Z/world-up dot ≥0.9, and a finger within1.1m.
Interpretation: Root/target proximity and static/upright test; the1.1m finger proximity allowance is broad.
| Matched reset | ACT | GR00T | Adaptive |
|---|---|---|---|
| Seed 1000 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1001 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1002 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1003 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1004 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1005 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1006 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1007 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1008 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
| Seed 1009 Pairing pending | Pending No task outcome counted | Pending No task outcome counted | Pending No task outcome counted |
6 infrastructure, evidence, or incomplete attempts are excluded from task outcomes and retained in the strict aggregate.