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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

4 tasks × 2 modes · results as of 10-02 15:07

Unlimited4 / 4 success
4 success4 done · 100%
Limited1 / 4 success
1 success3 failed4 done · 25%
Mean progress1.00
none · 5 graded
Agent time2.7 h
finished trials

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 · formerly codex-0.157-gpt6luna-xhigh-cgpt
Results
as collected 10-02 15:07, published with make publish-runs
TaskTrial (its log page)ProgressAgent timeRequestsTokens in / outEst. cost
Meta-World · AssemblyU✓ 4m1.004m—493k / 11k$0.014
L✗ 30m—30m—4.7M / 72k$0.096
Meta-World · Door openU✓ 5m1.005m—680k / 12k$0.017
L✗ 1h 00m—1h 00m—13.8M / 142k$0.246
Meta-World · Handle pressU✓ 3m1.003m—519k / 9k$0.013
L✓ 14m1.0014m—1.8M / 27k$0.040
Meta-World · PushU✓ 4m1.004m—573k / 12k$0.016
L✗ 41m—41m—7.7M / 101k$0.165
46 task(s) not in this run
TaskWhy
Meta-World · Basketballnot in the sample (robot_coding_bench PR
Meta-World · Bin pickingnot in the sample (robot_coding_bench PR
Meta-World · Box closenot in the sample (robot_coding_bench PR
Meta-World · Button pressnot in the sample (robot_coding_bench PR
Meta-World · Button press topdownnot in the sample (robot_coding_bench PR
Meta-World · Button press topdown wallnot in the sample (robot_coding_bench PR
Meta-World · Button press wallnot in the sample (robot_coding_bench PR
Meta-World · Coffee buttonnot in the sample (robot_coding_bench PR
Meta-World · Coffee pullnot in the sample (robot_coding_bench PR
Meta-World · Coffee pushnot in the sample (robot_coding_bench PR
Meta-World · Dial turnnot in the sample (robot_coding_bench PR
Meta-World · Disassemblenot in the sample (robot_coding_bench PR
Meta-World · Door closenot in the sample (robot_coding_bench PR
Meta-World · Door locknot in the sample (robot_coding_bench PR
Meta-World · Door unlocknot in the sample (robot_coding_bench PR
Meta-World · Drawer closenot in the sample (robot_coding_bench PR
Meta-World · Drawer opennot in the sample (robot_coding_bench PR
Meta-World · Faucet closenot in the sample (robot_coding_bench PR
Meta-World · Faucet opennot in the sample (robot_coding_bench PR
Meta-World · Hammernot in the sample (robot_coding_bench PR
Meta-World · Hand insertnot in the sample (robot_coding_bench PR
Meta-World · Handle press sidenot in the sample (robot_coding_bench PR
Meta-World · Handle pullnot in the sample (robot_coding_bench PR
Meta-World · Handle pull sidenot in the sample (robot_coding_bench PR
Meta-World · Lever pullnot in the sample (robot_coding_bench PR
Meta-World · Peg insert sidenot in the sample (robot_coding_bench PR
Meta-World · Peg unplug sidenot in the sample (robot_coding_bench PR
Meta-World · Pick out of holenot in the sample (robot_coding_bench PR
Meta-World · Pick placenot in the sample (robot_coding_bench PR
Meta-World · Pick place wallnot in the sample (robot_coding_bench PR
Meta-World · Plate slidenot in the sample (robot_coding_bench PR
Meta-World · Plate slide backnot in the sample (robot_coding_bench PR
Meta-World · Plate slide back sidenot in the sample (robot_coding_bench PR
Meta-World · Plate slide sidenot in the sample (robot_coding_bench PR
Meta-World · Push backnot in the sample (robot_coding_bench PR
Meta-World · Push wallnot in the sample (robot_coding_bench PR
Meta-World · Reachnot in the sample (robot_coding_bench PR
Meta-World · Reach wallnot in the sample (robot_coding_bench PR
Meta-World · Shelf placenot in the sample (robot_coding_bench PR
Meta-World · Soccernot in the sample (robot_coding_bench PR
Meta-World · Stick pullnot in the sample (robot_coding_bench PR
Meta-World · Stick pushnot in the sample (robot_coding_bench PR
Meta-World · Sweepnot in the sample (robot_coding_bench PR
Meta-World · Sweep intonot in the sample (robot_coding_bench PR
Meta-World · Window closenot in the sample (robot_coding_bench PR
Meta-World · Window opennot in the sample (robot_coding_bench PR