MetaWorld+ runs¶
Agent runs on the tasks of MetaWorld+, one run at a time.
How to read this page
A run is one agent configuration, harness + model + settings; each task in it runs once per mode. Pick a run above; the table lists every task of it, one row per mode, in the default order (finished first, then running, easier tasks first). A pill links to that trial's log page. Filter the table with the chips above it.
successfailederror / stalledrunninggradingqueuednot run
Bars count trials, one per task and mode, by state. Progress is the partial credit beside success, in [0, 1]: BEHAVIOR's 2026 challenge q_score, elsewhere the grader's final_reward. A success always counts as full progress, 1.0, whatever that key says (RoboLab's final_reward is 0 for a task without scored subtasks); mean progress averages it over the graded trials. Agent time adds up finished trials; running ones are shown apart. A benchmark can also declare grader metrics, continuous scores its grader writes (IoU, F1, a distance): they get a column each, a sort, and a run figure, the mean or the median of the graded trials.
Tokens are the model gateway's count of every request (input includes the cached part, output the reasoning part). ≈ $ is those tokens at the list prices in data/prices.yml, an estimate and never a bill; billed is what a provider charged, where it says. The two are never added together.
A benchmark's owner can exclude tasks from the final benchmark (excluded: in state/tasks/<benchmark>.yml). Their trials stay, last in a run's table under Excluded from the benchmark; the numbers count the benchmark's own tasks, and the Count switch adds the excluded ones.
Runs are registered per benchmark: how to register a run.
Codex + GPT-6 Luna, reasoning xhigh (ChatGPT login)defaultclosed
0 requests30.3M in (96% cached)387k out≈ $0.607 at list pricebilled: none (subscription)
Run details
- Harness
- Codex CLI 0.159.3 as Harbor's codex agent (ChatGPT login, no model gateway)
- Model
chatgpt/openai/gpt-6-luna- Route
- the owner's ChatGPT login (a Pro subscription), through our model gateway
- Settings
- reasoning_effort xhigh, version 0.157.0
- Modes
- unlimited, limited
- Batches
metaworldplus-lunaxh-1001- Scope
- 4 tasks in the run · 46 not in it · 0 removed (lists at the end)
- Progress
- the grader's none, in [0, 1]; a success counts as 1.0
- Billing
- subscription: a subscription login: no per-token bill
- List price
- openai/gpt-6-luna: $0.1 in / $0.01 cached / $0.5 out per 1M tokens, as of 2026-09-25
- Closed
- the sample model trial of PR
- Notes
- Limited mode: the RoboLab, RoboPaint and RoboWits results are from the robot service's rcb-limited/2.2 protocol; RoboPaint's and RoboWits' earlier limited round is kept as history, RoboLab's (2.0) was withdrawn. BEHAVIOR-1K's limited results are from its earlier round.
- Run id
codex-gpt6_luna-xhigh·data/agents/codex-gpt6_luna-xhigh.yml,state/runs/metaworldplus.yml· formerlycodex-0.157-gpt6luna-xhigh-cgpt- Results
- as collected 10-02 15:07, published with
make publish-runs
| Task | Trial (its log page) | Progress | Agent time | Requests | Tokens in / out | Est. cost |
|---|---|---|---|---|---|---|
| Meta-World · Assembly | U✓ 4m | 1.00 | 4m | — | 493k / 11k | $0.014 |
| L✗ 30m | — | 30m | — | 4.7M / 72k | $0.096 | |
| Meta-World · Door open | U✓ 5m | 1.00 | 5m | — | 680k / 12k | $0.017 |
| L✗ 1h 00m | — | 1h 00m | — | 13.8M / 142k | $0.246 | |
| Meta-World · Handle press | U✓ 3m | 1.00 | 3m | — | 519k / 9k | $0.013 |
| L✓ 14m | 1.00 | 14m | — | 1.8M / 27k | $0.040 | |
| Meta-World · Push | U✓ 4m | 1.00 | 4m | — | 573k / 12k | $0.016 |
| L✗ 41m | — | 41m | — | 7.7M / 101k | $0.165 |
46 task(s) not in this run
| Task | Why |
|---|---|
| Meta-World · Basketball | not in the sample (robot_coding_bench PR |
| Meta-World · Bin picking | not in the sample (robot_coding_bench PR |
| Meta-World · Box close | not in the sample (robot_coding_bench PR |
| Meta-World · Button press | not in the sample (robot_coding_bench PR |
| Meta-World · Button press topdown | not in the sample (robot_coding_bench PR |
| Meta-World · Button press topdown wall | not in the sample (robot_coding_bench PR |
| Meta-World · Button press wall | not in the sample (robot_coding_bench PR |
| Meta-World · Coffee button | not in the sample (robot_coding_bench PR |
| Meta-World · Coffee pull | not in the sample (robot_coding_bench PR |
| Meta-World · Coffee push | not in the sample (robot_coding_bench PR |
| Meta-World · Dial turn | not in the sample (robot_coding_bench PR |
| Meta-World · Disassemble | not in the sample (robot_coding_bench PR |
| Meta-World · Door close | not in the sample (robot_coding_bench PR |
| Meta-World · Door lock | not in the sample (robot_coding_bench PR |
| Meta-World · Door unlock | not in the sample (robot_coding_bench PR |
| Meta-World · Drawer close | not in the sample (robot_coding_bench PR |
| Meta-World · Drawer open | not in the sample (robot_coding_bench PR |
| Meta-World · Faucet close | not in the sample (robot_coding_bench PR |
| Meta-World · Faucet open | not in the sample (robot_coding_bench PR |
| Meta-World · Hammer | not in the sample (robot_coding_bench PR |
| Meta-World · Hand insert | not in the sample (robot_coding_bench PR |
| Meta-World · Handle press side | not in the sample (robot_coding_bench PR |
| Meta-World · Handle pull | not in the sample (robot_coding_bench PR |
| Meta-World · Handle pull side | not in the sample (robot_coding_bench PR |
| Meta-World · Lever pull | not in the sample (robot_coding_bench PR |
| Meta-World · Peg insert side | not in the sample (robot_coding_bench PR |
| Meta-World · Peg unplug side | not in the sample (robot_coding_bench PR |
| Meta-World · Pick out of hole | not in the sample (robot_coding_bench PR |
| Meta-World · Pick place | not in the sample (robot_coding_bench PR |
| Meta-World · Pick place wall | not in the sample (robot_coding_bench PR |
| Meta-World · Plate slide | not in the sample (robot_coding_bench PR |
| Meta-World · Plate slide back | not in the sample (robot_coding_bench PR |
| Meta-World · Plate slide back side | not in the sample (robot_coding_bench PR |
| Meta-World · Plate slide side | not in the sample (robot_coding_bench PR |
| Meta-World · Push back | not in the sample (robot_coding_bench PR |
| Meta-World · Push wall | not in the sample (robot_coding_bench PR |
| Meta-World · Reach | not in the sample (robot_coding_bench PR |
| Meta-World · Reach wall | not in the sample (robot_coding_bench PR |
| Meta-World · Shelf place | not in the sample (robot_coding_bench PR |
| Meta-World · Soccer | not in the sample (robot_coding_bench PR |
| Meta-World · Stick pull | not in the sample (robot_coding_bench PR |
| Meta-World · Stick push | not in the sample (robot_coding_bench PR |
| Meta-World · Sweep | not in the sample (robot_coding_bench PR |
| Meta-World · Sweep into | not in the sample (robot_coding_bench PR |
| Meta-World · Window close | not in the sample (robot_coding_bench PR |
| Meta-World · Window open | not in the sample (robot_coding_bench PR |