RoboPaint runs¶
Agent runs on the tasks of RoboPaint, 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)default
16,037 requests1.75B in (98% cached)17.0M out (13.0M reasoning)≈ $29.81 at list pricebilled: none (subscription)
The grader's final reward depends on the task family: the metric in the third column. Each mean is the plain mean over the graded trials, a success at its own value.
| Family | Tasks | Its final reward is | Unlimited: success | mean final reward | Limited: success | mean final reward |
|---|---|---|---|---|---|---|
| Lettering | 10 | IoU | 8/10 80% | 0.839 | 1/10 10% | 0.677 |
| Kaishu | 35 | IoU | 26/35 74% | 0.797 | 0/35 0% | 0.587 |
| Xingshu | 16 | IoU | 8/16 50% | 0.764 | 0/16 0% | 0.569 |
| Acrylic | 10 | 1 - mean ΔE / 20 | 3/10 30% | 0.772 | 0/10 0% | 0.440 |
| Oil | 11 | 1 - mean ΔE / 20 | 4/11 36% | 0.614 | 0/11 0% | 0.315 |
16,523 requests1.77B in (98% cached)17.5M out (13.3M reasoning)≈ $30.37 at list pricebilled: none (subscription)
The grader's final reward depends on the task family: the metric in the third column. Each mean is the plain mean over the graded trials, a success at its own value.
| Family | Tasks | Its final reward is | Unlimited: success | mean final reward | Limited: success | mean final reward |
|---|---|---|---|---|---|---|
| Lettering | 10 | IoU | 8/10 80% | 0.839 | 1/10 10% | 0.677 |
| Kaishu | 35 | IoU | 26/35 74% | 0.797 | 0/35 0% | 0.587 |
| Xingshu | 16 | IoU | 8/16 50% | 0.764 | 0/16 0% | 0.569 |
| Acrylic | 10 | 1 - mean ΔE / 20 | 3/10 30% | 0.772 | 0/10 0% | 0.440 |
| Oil | 11 | 1 - mean ΔE / 20 | 4/11 36% | 0.614 | 0/11 0% | 0.315 |
| Line excluded | 9 | F1 | 9/9 100% | 0.994 | 9/9 100% | 0.999 |
Run details
- Harness
- Codex CLI 0.157.0 as our Harbor agent CodexChatGPT: Codex with our model gateway pointed at ChatGPT's backend
- 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
robopaint-lunaxh-0928robopaint-lunaxh-0928brobopaint-lunaxh-rerun-0928robopaint-lunaxh-limited-0929robopaint-lunaxh-limited-rerun-0929
A later batch replaces an earlier one's run of the tasks it reruns; the earlier one stays as history.- Scope
- 82 tasks in the run + 9 excluded from the benchmark (last in the table) · 0 not in it · 0 removed (lists at the end)
- Progress
- the grader's final_reward, 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
- 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/robopaint.yml· formerlycodex-0.157-gpt6luna-xhigh-cgpt- Results
- as collected 09-30 05:08, published with
make publish-runs
- Kaishu · Fu unlimited the agent's own `pkill -f '/app/output/gen.py'` also matched the Codex process, whose command line carries the instruction, and ended the agent at 17 min
| Task | Trial (its log page) | Progress | Final reward | IoU | Precision | Recall | Min colour recall | Chamfer paint→target (mm) | Chamfer target→paint (mm) | SSIM (blurred) | Agent time | Requests | Tokens in / out | Est. cost |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Kaishu · Damedium | U✓ 1h 43m | 1.00 | 0.832 | 0.832 | — | — | — | — | — | — | 1h 43m | 157 | 21.4M / 135k | $0.309 |
| L✗ 21m 65% prev | 0.65 | 0.654 | 0.654 | — | — | — | — | — | — | 21m | 52 | 3.3M / 56k | $0.073 | |
| Kaishu · Koumedium | U✓ 28m | 1.00 | 0.833 | 0.833 | — | — | — | — | — | — | 28m | 32 | 2.0M / 52k | $0.055 |
| L✗ 20m 64% prev | 0.64 | 0.636 | 0.636 | — | — | — | — | — | — | 20m | 44 | 2.6M / 59k | $0.067 | |
| Kaishu · Renmedium | U✓ 31m | 1.00 | 0.846 | 0.846 | — | — | — | — | — | — | 31m | 52 | 3.8M / 62k | $0.081 |
| L✗ 39m 72% prev | 0.72 | 0.719 | 0.719 | — | — | — | — | — | — | 39m | 52 | 3.4M / 77k | $0.086 | |
| Kaishu · Shanmedium | U✓ 1h 01m | 1.00 | 0.844 | 0.844 | — | — | — | — | — | — | 1h 01m | 61 | 5.8M / 85k | $0.115 |
| L✗ 42m 68% prev | 0.68 | 0.684 | 0.684 | — | — | — | — | — | — | 42m | 49 | 2.7M / 60k | $0.068 | |
| Kaishu · Shuimedium | U✓ 1h 44m | 1.00 | 0.814 | 0.814 | — | — | — | — | — | — | 1h 44m | 196 | 28.4M / 124k | $0.375 |
| L✗ 31m 61% prev | 0.61 | 0.610 | 0.610 | — | — | — | — | — | — | 31m | 70 | 5.7M / 92k | $0.120 | |
| Kaishu · Tianmedium | U✓ 48m | 1.00 | 0.849 | 0.849 | — | — | — | — | — | — | 48m | 44 | 4.1M / 93k | $0.103 |
| L✗ 19m 66% prev | 0.66 | 0.659 | 0.659 | — | — | — | — | — | — | 19m | 44 | 2.8M / 56k | $0.067 | |
| Kaishu · Xinmedium | U✗ 2h 00m 78% | 0.78 | 0.778 | 0.778 | — | — | — | — | — | — | 2h 00m | 105 | 11.0M / 106k | $0.182 |
| L✗ 1h 30m 55% prev | 0.55 | 0.551 | 0.551 | — | — | — | — | — | — | 1h 30m | 79 | 7.5M / 118k | $0.154 | |
| Kaishu · Yongmedium | U✓ 1h 29m | 1.00 | 0.800 | 0.800 | — | — | — | — | — | — | 1h 29m | 195 | 22.3M / 172k | $0.366 |
| L✗ 1h 04m 56% prev | 0.56 | 0.558 | 0.558 | — | — | — | — | — | — | 1h 04m | 88 | 7.9M / 116k | $0.157 | |
| Kaishu · Yuemedium | U✓ 1h 08m | 1.00 | 0.851 | 0.851 | — | — | — | — | — | — | 1h 08m | 140 | 17.9M / 132k | $0.272 |
| L✗ 20m 58% prev | 0.58 | 0.579 | 0.579 | — | — | — | — | — | — | 20m | 46 | 2.9M / 61k | $0.073 | |
| Kaishu · Zhongmedium | U✓ 46m | 1.00 | 0.821 | 0.821 | — | — | — | — | — | — | 46m | 56 | 5.6M / 102k | $0.123 |
| L✗ 24m 73% prev | 0.73 | 0.727 | 0.727 | — | — | — | — | — | — | 24m | 48 | 3.2M / 70k | $0.080 | |
| Lettering · Minimmedium | U✗ 1h 30m 76% | 0.76 | 0.762 | 0.762 | — | — | — | — | — | — | 1h 30m | 87 | 9.3M / 117k | $0.172 |
| L✗ 45m 60% prev | 0.60 | 0.604 | 0.604 | — | — | — | — | — | — | 45m | 70 | 5.5M / 99k | $0.121 | |
| Lettering · Moonmedium | U✓ 1h 17m | 1.00 | 0.851 | 0.851 | — | — | — | — | — | — | 1h 17m | 100 | 13.1M / 143k | $0.226 |
| L✗ 48m 84% prev | 0.84 | 0.842 | 0.842 | — | — | — | — | — | — | 48m | 87 | 10.6M / 129k | $0.192 | |
| Acrylic · Applesorangeshard | U✗ 49m 83% | 0.83 | 0.832 | — | — | — | — | — | — | — | 49m | 107 | 10.6M / 99k | $0.175 |
| L✗ 1h 17m 71% prev | 0.71 | 0.707 | — | — | — | — | — | — | — | 1h 17m | 138 | 19.5M / 157k | $0.317 | |
| Acrylic · Bedroomhard | U✗ 1h 18m 87% | 0.87 | 0.874 | — | — | — | — | — | — | — | 1h 18m | 127 | 15.7M / 114k | $0.236 |
| L✗ 37m 71% prev | 0.71 | 0.710 | — | — | — | — | — | — | — | 37m | 79 | 6.3M / 84k | $0.131 | |
| Acrylic · Bluehorseshard | U✗ 48m 86% | 0.86 | 0.861 | — | — | — | — | — | — | — | 48m | 114 | 13.1M / 93k | $0.197 |
| L✗ 42m 0% prev | 0.00 | 0.000 | — | — | — | — | — | — | — | 42m | 66 | 4.3M / 75k | $0.095 | |
| Acrylic · Greatwavehard | U✗ 1h 57m 89% | 0.89 | 0.893 | — | — | — | — | — | — | — | 1h 57m | 222 | 32.5M / 126k | $0.418 |
| L✗ 55m 0% prev | 0.00 | 0.000 | — | — | — | — | — | — | — | 55m | 150 | 17.4M / 138k | $0.270 | |
| Acrylic · Kajikazawahard | U✓ 1h 05m | 1.00 | 0.908 | — | — | — | — | — | — | — | 1h 05m | 72 | 7.7M / 120k | $0.156 |
| L✗ 1h 11m 85% prev | 0.85 | 0.845 | — | — | — | — | — | — | — | 1h 11m | 111 | 13.6M / 117k | $0.217 | |
| Acrylic · Plumparkhard | U✓ 1h 43m | 1.00 | 0.903 | — | — | — | — | — | — | — | 1h 43m | 141 | 19.1M / 127k | $0.279 |
| L✗ 1h 22m 49% prev | 0.49 | 0.492 | — | — | — | — | — | — | — | 1h 22m | 139 | 19.3M / 158k | $0.300 | |
| Acrylic · Redfujihard | U✓ 50m | 1.00 | 0.909 | — | — | — | — | — | — | — | 50m | 71 | 6.7M / 87k | $0.127 |
| L✗ 41m 66% prev | 0.66 | 0.662 | — | — | — | — | — | — | — | 41m | 61 | 3.9M / 59k | $0.082 | |
| Acrylic · Suddenshowerhard | U✗ 2h 00m 0% | 0.00 | 0.000 | — | — | — | — | — | — | — | 2h 00m | 141 | 16.3M / 133k | $0.254 |
| L✗ 43m 49% prev | 0.49 | 0.486 | — | — | — | — | — | — | — | 43m | 107 | 11.1M / 93k | $0.179 | |
| Acrylic · Sunflowershard | U✗ 1h 23m 88% | 0.88 | 0.883 | — | — | — | — | — | — | — | 1h 23m | 128 | 17.7M / 135k | $0.270 |
| L✗ 1h 04m 0% prev | 0.00 | 0.000 | — | — | — | — | — | — | — | 1h 04m | 98 | 9.6M / 116k | $0.175 | |
| Acrylic · Visionhard | U✗ 57m 66% | 0.66 | 0.659 | — | — | — | — | — | — | — | 57m | 99 | 9.4M / 88k | $0.156 |
| L✗ 53m 50% prev | 0.50 | 0.495 | — | — | — | — | — | — | — | 53m | 67 | 4.9M / 65k | $0.096 | |
| Kaishu · Aihard | U✓ 1h 59m | 1.00 | 0.819 | 0.819 | — | — | — | — | — | — | 1h 59m | 126 | 14.6M / 101k | $0.234 |
| L✗ 44m 24% prev | 0.24 | 0.239 | 0.258 | — | — | — | — | — | — | 44m | 63 | 4.2M / 76k | $0.106 | |
| Kaishu · Chunhard | U✗ 2h 00m 80% | 0.80 | 0.800 | 0.800 | — | — | — | — | — | — | 2h 00m | 139 | 18.1M / 161k | $0.290 |
| L✗ 34m 70% prev | 0.70 | 0.704 | 0.704 | — | — | — | — | — | — | 34m | 51 | 5.2M / 79k | $0.109 | |
| Kaishu · Daohard | U✗ 1h 42m 77% | 0.77 | 0.772 | 0.772 | — | — | — | — | — | — | 1h 42m | 233 | 26.3M / 197k | $0.425 |
| L✗ 37m 61% prev | 0.61 | 0.612 | 0.612 | — | — | — | — | — | — | 37m | 41 | 2.9M / 77k | $0.085 | |
| Kaishu · Dehard | U✓ 1h 17m | 1.00 | 0.818 | 0.818 | — | — | — | — | — | — | 1h 17m | 115 | 12.5M / 97k | $0.194 |
| L✗ 29m 60% prev | 0.60 | 0.597 | 0.597 | — | — | — | — | — | — | 29m | 60 | 3.7M / 56k | $0.077 | |
| Kaishu · Fenghard | U✓ 43m | 1.00 | 0.814 | 0.814 | — | — | — | — | — | — | 43m | 88 | 7.7M / 74k | $0.130 |
| L✗ 48m 62% prev | 0.62 | 0.621 | 0.621 | — | — | — | — | — | — | 48m | 96 | 7.9M / 106k | $0.153 | |
| Kaishu · Fuhard | U✗ 17m 26% ⓘ | 0.26 | 0.263 | 0.263 | — | — | — | — | — | — | 17m | 20 | 909k / 32k | $0.032 |
| L✗ 49m 53% prev | 0.53 | 0.532 | 0.532 | — | — | — | — | — | — | 49m | 56 | 4.4M / 73k | $0.094 | |
| Kaishu · Guohard | U✓ 37m | 1.00 | 0.803 | 0.803 | — | — | — | — | — | — | 37m | 85 | 7.2M / 65k | $0.120 |
| L✗ 39m 65% prev | 0.65 | 0.648 | 0.648 | — | — | — | — | — | — | 39m | 78 | 7.5M / 110k | $0.153 | |
| Kaishu · Hehard | U✓ 32m | 1.00 | 0.835 | 0.835 | — | — | — | — | — | — | 32m | 38 | 2.6M / 56k | $0.065 |
| L✗ 34m 67% prev | 0.67 | 0.669 | 0.669 | — | — | — | — | — | — | 34m | 70 | 5.8M / 94k | $0.122 | |
| Kaishu · Huahard | U✓ 39m | 1.00 | 0.843 | 0.843 | — | — | — | — | — | — | 39m | 42 | 2.8M / 51k | $0.065 |
| L✗ 20m 67% prev | 0.67 | 0.672 | 0.672 | — | — | — | — | — | — | 20m | 45 | 2.9M / 60k | $0.072 | |
| Kaishu · Jiahard | U✓ 1h 44m | 1.00 | 0.811 | 0.811 | — | — | — | — | — | — | 1h 44m | 232 | 29.4M / 217k | $0.473 |
| L✗ 45m 42% prev | 0.42 | 0.416 | 0.416 | — | — | — | — | — | — | 45m | 60 | 4.0M / 73k | $0.091 | |
| Kaishu · Jianghard | U✓ 1h 05m | 1.00 | 0.829 | 0.829 | — | — | — | — | — | — | 1h 05m | 70 | 6.4M / 94k | $0.127 |
| L✗ 1h 01m 65% prev | 0.65 | 0.649 | 0.757 | — | — | — | — | — | — | 1h 01m | 79 | 7.9M / 135k | $0.168 | |
| Kaishu · Jinghard | U✓ 1h 14m | 1.00 | 0.836 | 0.836 | — | — | — | — | — | — | 1h 14m | 79 | 6.4M / 57k | $0.106 |
| L✗ 41m 56% prev | 0.56 | 0.565 | 0.565 | — | — | — | — | — | — | 41m | 94 | 9.8M / 122k | $0.182 | |
| Kaishu · Lehard | U✗ 2h 00m 76% | 0.76 | 0.761 | 0.761 | — | — | — | — | — | — | 2h 00m | 189 | 21.9M / 184k | $0.372 |
| L✗ 25m 52% prev | 0.52 | 0.518 | 0.518 | — | — | — | — | — | — | 25m | 35 | 2.1M / 55k | $0.060 | |
| Kaishu · Linhard | U✓ 28m | 1.00 | 0.885 | 0.885 | — | — | — | — | — | — | 28m | 57 | 4.1M / 50k | $0.077 |
| L✗ 25m 73% prev | 0.73 | 0.727 | 0.727 | — | — | — | — | — | — | 25m | 42 | 2.7M / 61k | $0.070 | |
| Kaishu · Longhard | U✗ 2h 00m 74% | 0.74 | 0.737 | 0.737 | — | — | — | — | — | — | 2h 00m | 115 | 14.4M / 133k | $0.233 |
| L✗ 57m 60% prev | 0.60 | 0.598 | 0.598 | — | — | — | — | — | — | 57m | 109 | 10.6M / 119k | $0.187 | |
| Kaishu · Mahard | U✓ 1h 02m | 1.00 | 0.801 | 0.801 | — | — | — | — | — | — | 1h 02m | 129 | 16.3M / 115k | $0.244 |
| L✗ 37m 54% prev | 0.54 | 0.539 | 0.539 | — | — | — | — | — | — | 37m | 83 | 7.1M / 108k | $0.145 | |
| Kaishu · Minghard | U✓ 1h 50m | 1.00 | 0.803 | 0.803 | — | — | — | — | — | — | 1h 50m | 69 | 6.7M / 96k | $0.142 |
| L✗ 17m 56% prev | 0.56 | 0.558 | 0.558 | — | — | — | — | — | — | 17m | 38 | 2.2M / 51k | $0.058 | |
| Kaishu · Qinghard | U✓ 40m | 1.00 | 0.803 | 0.803 | — | — | — | — | — | — | 40m | 60 | 5.2M / 79k | $0.106 |
| L✗ 24m 60% prev | 0.60 | 0.598 | 0.598 | — | — | — | — | — | — | 24m | 51 | 3.3M / 73k | $0.085 | |
| Kaishu · Ranhard | U✓ 44m | 1.00 | 0.823 | 0.823 | — | — | — | — | — | — | 44m | 67 | 5.8M / 82k | $0.115 |
| L✗ 44m 53% prev | 0.53 | 0.532 | 0.532 | — | — | — | — | — | — | 44m | 69 | 6.3M / 97k | $0.130 | |
| Kaishu · Shuhard | U✗ 2h 00m 79% | 0.79 | 0.792 | 0.792 | — | — | — | — | — | — | 2h 00m | 103 | 12.7M / 175k | $0.265 |
| L✗ 24m 57% prev | 0.57 | 0.567 | 0.567 | — | — | — | — | — | — | 24m | 46 | 3.1M / 72k | $0.082 | |
| Kaishu · Zihard | U✓ 1h 10m | 1.00 | 0.810 | 0.810 | — | — | — | — | — | — | 1h 10m | 113 | 12.3M / 97k | $0.192 |
| L✗ 23m 58% prev | 0.58 | 0.584 | 0.584 | — | — | — | — | — | — | 23m | 58 | 4.2M / 60k | $0.086 | |
| Lettering · Donumhard | U✓ 1h 05m | 1.00 | 0.865 | 0.865 | — | — | — | — | — | — | 1h 05m | 103 | 9.4M / 85k | $0.154 |
| L✗ 1h 30m 68% prev | 0.68 | 0.676 | 0.676 | — | — | — | — | — | — | 1h 30m | 116 | 12.1M / 197k | $0.274 | |
| Lettering · Inunumhard | U✓ 29m | 1.00 | 0.863 | 0.863 | — | — | — | — | — | — | 29m | 59 | 4.3M / 64k | $0.088 |
| L✗ 1h 01m 75% prev | 0.75 | 0.746 | 0.746 | — | — | — | — | — | — | 1h 01m | 104 | 9.9M / 123k | $0.182 | |
| Lettering · Miniumhard | U✗ 1h 30m 78% | 0.78 | 0.781 | 0.781 | — | — | — | — | — | — | 1h 30m | 92 | 12.9M / 165k | $0.237 |
| L✗ 50m 25% prev | 0.25 | 0.251 | 0.531 | — | — | — | — | — | — | 50m | 83 | 7.5M / 119k | $0.154 | |
| Lettering · Nimiumhard | U✓ 28m | 1.00 | 0.888 | 0.888 | — | — | — | — | — | — | 28m | 42 | 2.7M / 54k | $0.064 |
| L✗ 55m 79% prev | 0.79 | 0.790 | 0.790 | — | — | — | — | — | — | 55m | 80 | 6.4M / 98k | $0.131 | |
| Lettering · Nunhard | U✓ 28m | 1.00 | 0.851 | 0.851 | — | — | — | — | — | — | 28m | 51 | 3.4M / 55k | $0.072 |
| L✗ 35m 49% prev | 0.49 | 0.490 | 0.490 | — | — | — | — | — | — | 35m | 65 | 4.7M / 74k | $0.099 | |
| Lettering · Omniumhard | U✓ 24m | 1.00 | 0.859 | 0.859 | — | — | — | — | — | — | 24m | 32 | 1.9M / 46k | $0.050 |
| L✗ 1h 30m 80% prev | 0.80 | 0.802 | 0.802 | — | — | — | — | — | — | 1h 30m | 104 | 14.0M / 175k | $0.257 | |
| Lettering · Unpinhard | U✓ 41m | 1.00 | 0.918 | 0.918 | — | — | — | — | — | — | 41m | 83 | 7.8M / 82k | $0.136 |
| L✗ 43m 80% prev | 0.80 | 0.804 | 0.804 | — | — | — | — | — | — | 43m | 39 | 2.5M / 71k | $0.072 | |
| Xingshu · Chunhard | U✓ 1h 03m | 1.00 | 0.824 | 0.824 | — | — | — | — | — | — | 1h 03m | 174 | 24.9M / 132k | $0.343 |
| L✗ 19m 57% prev | 0.57 | 0.567 | 0.567 | — | — | — | — | — | — | 19m | 47 | 2.5M / 58k | $0.066 | |
| Xingshu · Fenghard | U✓ 1h 32m | 1.00 | 0.851 | 0.851 | — | — | — | — | — | — | 1h 32m | 177 | 26.8M / 153k | $0.400 |
| L✗ 32m 66% prev | 0.66 | 0.661 | 0.661 | — | — | — | — | — | — | 32m | 57 | 3.9M / 72k | $0.089 | |
| Xingshu · Hehard | U✗ 1h 15m 73% | 0.73 | 0.734 | 0.734 | — | — | — | — | — | — | 1h 15m | 190 | 25.1M / 121k | $0.339 |
| L✗ 42m 61% prev | 0.61 | 0.609 | 0.609 | — | — | — | — | — | — | 42m | 93 | 9.1M / 108k | $0.165 | |
| Xingshu · Jianhard | U✗ 2h 00m 84% | 0.84 | 0.842 | 0.842 | — | — | — | — | — | — | 2h 00m | 286 | 31.5M / 217k | $0.493 |
| L✗ 31m 57% prev | 0.57 | 0.569 | 0.569 | — | — | — | — | — | — | 31m | 44 | 3.2M / 82k | $0.087 | |
| Xingshu · Nianhard | U✓ 1h 22m | 1.00 | 0.864 | 0.864 | — | — | — | — | — | — | 1h 22m | 210 | 32.7M / 143k | $0.430 |
| L✗ 1h 15m 61% prev | 0.61 | 0.613 | 0.613 | — | — | — | — | — | — | 1h 15m | 103 | 10.7M / 131k | $0.196 | |
| Xingshu · Renhard | U✓ 21m | 1.00 | 0.915 | 0.915 | — | — | — | — | — | — | 21m | 20 | 859k / 28k | $0.028 |
| L✗ 23m 74% prev | 0.74 | 0.742 | 0.742 | — | — | — | — | — | — | 23m | 51 | 3.2M / 65k | $0.078 | |
| Xingshu · Shanhard | U✓ 1h 10m | 1.00 | 0.873 | 0.873 | — | — | — | — | — | — | 1h 10m | 192 | 27.0M / 140k | $0.369 |
| L✗ 26m 66% prev | 0.66 | 0.657 | 0.657 | — | — | — | — | — | — | 26m | 56 | 3.7M / 73k | $0.087 | |
| Xingshu · Tonghard | U✓ 1h 59m | 1.00 | 0.876 | 0.876 | — | — | — | — | — | — | 1h 59m | 244 | 31.1M / 215k | $0.485 |
| L✗ 52m 46% prev | 0.46 | 0.458 | 0.573 | — | — | — | — | — | — | 52m | 96 | 8.0M / 105k | $0.151 | |
| Xingshu · Xianhard | U✗ 2h 00m 80% | 0.80 | 0.804 | 0.804 | — | — | — | — | — | — | 2h 00m | 84 | 8.6M / 106k | $0.158 |
| L✗ 49m 67% prev | 0.67 | 0.666 | 0.666 | — | — | — | — | — | — | 49m | 67 | 6.5M / 109k | $0.164 | |
| Xingshu · Xinhard | U✗ 1h 52m 74% | 0.74 | 0.739 | 0.739 | — | — | — | — | — | — | 1h 52m | 173 | 20.9M / 110k | $0.289 |
| L✗ 27m 42% prev | 0.42 | 0.424 | 0.424 | — | — | — | — | — | — | 27m | 37 | 1.8M / 47k | $0.051 | |
| Xingshu · Yonghard | U✗ 2h 00m 0% prev | 0.00 | 0.000 | — | — | — | — | — | — | — | 2h 00m | 144 | 18.3M / 179k | $0.328 |
| L✗ 1h 01m 45% prev | 0.45 | 0.449 | 0.449 | — | — | — | — | — | — | 1h 01m | 62 | 6.2M / 109k | $0.136 | |
| Xingshu · Yuhard | U✗ 2h 00m 72% | 0.72 | 0.724 | 0.724 | — | — | — | — | — | — | 2h 00m | 266 | 34.6M / 174k | $0.498 |
| L✗ 59m 52% prev | 0.52 | 0.520 | 0.520 | — | — | — | — | — | — | 59m | 84 | 7.8M / 113k | $0.155 | |
| Xingshu · Zhihard | U✓ 1h 52m prev | 1.00 | 0.827 | 0.827 | — | — | — | — | — | — | 1h 52m | 91 | 13.5M / 165k | $0.243 |
| L✗ 27m 50% prev | 0.50 | 0.497 | 0.497 | — | — | — | — | — | — | 27m | 45 | 2.8M / 65k | $0.073 | |
| Kaishu · Houdezaiwuextreme | U✓ 56m | 1.00 | 0.823 | 0.823 | — | — | — | — | — | — | 56m | 108 | 11.8M / 94k | $0.185 |
| L✗ 40m 50% prev | 0.50 | 0.501 | 0.501 | — | — | — | — | — | — | 40m | 64 | 5.2M / 90k | $0.114 | |
| Kaishu · Ningjingzhiyuanextreme | U✓ 47m | 1.00 | 0.809 | 0.809 | — | — | — | — | — | — | 47m | 68 | 5.3M / 63k | $0.097 |
| L✗ 46m 45% prev | 0.45 | 0.448 | 0.448 | — | — | — | — | — | — | 46m | 64 | 5.1M / 88k | $0.111 | |
| Kaishu · Tiandaochouqinextreme | U✗ 1h 05m 76% | 0.76 | 0.755 | 0.755 | — | — | — | — | — | — | 1h 05m | 171 | 24.9M / 125k | $0.339 |
| L✗ 24m 58% prev | 0.58 | 0.580 | 0.580 | — | — | — | — | — | — | 24m | 51 | 2.9M / 57k | $0.071 | |
| Kaishu · Yongzibafaextreme | U✗ 2h 00m 79% | 0.79 | 0.795 | 0.795 | — | — | — | — | — | — | 2h 00m | 309 | 40.1M / 212k | $0.583 |
| L✗ 54m 50% prev | 0.50 | 0.502 | 0.502 | — | — | — | — | — | — | 54m | 87 | 8.9M / 111k | $0.165 | |
| Lettering · Minimumextreme | U✓ 14m | 1.00 | 0.749 | 0.749 | — | — | — | — | — | — | 14m | 34 | 1.5M / 24k | $0.033 |
| L✓ 37m prev | 1.00 | 0.769 | 0.769 | — | — | — | — | — | — | 37m | 90 | 8.2M / 109k | $0.156 | |
| Oil · Bathersextreme | U✓ 28m | 1.00 | 0.673 | — | — | — | — | — | — | — | 28m | 28 | 1.7M / 48k | $0.050 |
| L✗ 27m 0% prev | 0.00 | 0.000 | — | — | — | — | — | — | — | 27m | 53 | 3.9M / 64k | $0.085 | |
| Oil · Cafeterraceextreme | U✗ 2h 00m 44% | 0.44 | 0.443 | — | — | — | — | — | — | — | 2h 00m | 274 | 41.6M / 166k | $0.570 |
| L✗ 1h 41m 44% prev | 0.44 | 0.445 | — | — | — | — | — | — | — | 1h 41m | 97 | 9.5M / 120k | $0.175 | |
| Oil · Cypressesextreme | U✓ 1h 09m | 1.00 | 0.558 | — | — | — | — | — | — | — | 1h 09m | 105 | 11.4M / 84k | $0.175 |
| L✗ 41m 43% prev | 0.43 | 0.430 | — | — | — | — | — | — | — | 41m | 84 | 7.6M / 92k | $0.139 | |
| Oil · Irisesextreme | U✗ 1h 30m 34% | 0.34 | 0.341 | — | — | — | — | — | — | — | 1h 30m | 132 | 18.0M / 152k | $0.282 |
| L✗ 1h 08m 37% prev | 0.37 | 0.375 | — | — | — | — | — | — | — | 1h 08m | 73 | 6.5M / 90k | $0.128 | |
| Oil · Milkmaidextreme | U✗ 2h 00m 68% | 0.68 | 0.680 | — | — | — | — | — | — | — | 2h 00m | 191 | 22.6M / 158k | $0.362 |
| L✗ 42m 28% prev | 0.28 | 0.277 | — | — | — | — | — | — | — | 42m | 66 | 5.0M / 78k | $0.104 | |
| Oil · Monalisaextreme | U✗ 2h 00m 65% | 0.65 | 0.648 | — | — | — | — | — | — | — | 2h 00m | 197 | 29.2M / 154k | $0.431 |
| L✗ 43m 52% prev | 0.52 | 0.518 | — | — | — | — | — | — | — | 43m | 67 | 5.7M / 83k | $0.115 | |
| Oil · Pearlearringextreme | U✗ 1h 53m 62% | 0.62 | 0.621 | — | — | — | — | — | — | — | 1h 53m | 175 | 24.1M / 125k | $0.331 |
| L✗ 1h 12m 1% prev | 0.01 | 0.010 | — | — | — | — | — | — | — | 1h 12m | 76 | 6.7M / 113k | $0.143 | |
| Oil · Saintevictoireextreme | U✗ 2h 00m 60% | 0.60 | 0.601 | — | — | — | — | — | — | — | 2h 00m | 184 | 26.2M / 191k | $0.413 |
| L✗ 48m 34% prev | 0.34 | 0.343 | — | — | — | — | — | — | — | 48m | 87 | 7.9M / 84k | $0.151 | |
| Oil · Starrynightextreme | U✓ 40m | 1.00 | 0.600 | — | — | — | — | — | — | — | 40m | 40 | 2.6M / 64k | $0.068 |
| L✗ 48m 42% prev | 0.42 | 0.415 | — | — | — | — | — | — | — | 48m | 67 | 5.1M / 77k | $0.104 | |
| Oil · Temeraireextreme | U✗ 1h 30m 77% | 0.77 | 0.768 | — | — | — | — | — | — | — | 1h 30m | 104 | 12.4M / 121k | $0.205 |
| L✗ 58m 55% prev | 0.55 | 0.549 | — | — | — | — | — | — | — | 58m | 65 | 4.4M / 78k | $0.098 | |
| Oil · Wandererextreme | U✓ 49m | 1.00 | 0.817 | — | — | — | — | — | — | — | 49m | 69 | 6.3M / 74k | $0.117 |
| L✗ 53m 10% prev | 0.10 | 0.103 | — | — | — | — | — | — | — | 53m | 77 | 7.5M / 104k | $0.147 | |
| Xingshu · Huifenghechangextreme | U✗ 2h 00m 77% | 0.77 | 0.768 | 0.768 | — | — | — | — | — | — | 2h 00m | 171 | 19.4M / 193k | $0.351 |
| L✗ 53m 57% prev | 0.57 | 0.575 | 0.575 | — | — | — | — | — | — | 53m | 69 | 5.6M / 104k | $0.126 | |
| Xingshu · Maolinxiuzhuextreme | U✗ 2h 00m 78% | 0.78 | 0.781 | 0.781 | — | — | — | — | — | — | 2h 00m | 248 | 33.9M / 203k | $0.505 |
| L✗ 52m 62% prev | 0.62 | 0.622 | 0.622 | — | — | — | — | — | — | 52m | 101 | 9.7M / 102k | $0.168 | |
| Xingshu · Tianlangqiqingextreme | U✓ 1h 17m | 1.00 | 0.804 | 0.804 | — | — | — | — | — | — | 1h 17m | 162 | 19.3M / 112k | $0.274 |
| L✗ 1h 08m 47% prev | 0.47 | 0.466 | 0.466 | — | — | — | — | — | — | 1h 08m | 98 | 9.8M / 116k | $0.178 | |
| excluded Excluded from the benchmark · 9 tasks, kept for the record; the benchmark's numbers leave them out | ||||||||||||||
| Line · Butterflyeasy | U✓ 12m | 1.00 | 1.000 | 0.929 | 1.000 | 1.000 | 1.000 | 0.57 | 0.00 | 0.994 | 12m | 25 | 1.0M / 23k | $0.027 |
| L✓ 22m | 1.00 | 1.000 | 0.800 | 1.000 | 1.000 | 1.000 | 0.69 | 0.00 | 0.973 | 22m | 38 | 2.0M / 45k | $0.051 | |
| Line · Cityeasy | U✓ 18m | 1.00 | 1.000 | 0.952 | 1.000 | 1.000 | 1.000 | 0.51 | 0.00 | 0.990 | 18m | 40 | 1.9M / 38k | $0.046 |
| L✓ 17m | 1.00 | 0.999 | 0.846 | 0.999 | 0.999 | 0.997 | 0.65 | 0.00 | 0.971 | 17m | 37 | 1.8M / 39k | $0.046 | |
| Line · Cottageeasy | U✓ 19m | 1.00 | 0.998 | 0.945 | 1.000 | 0.997 | 0.983 | 0.73 | 0.01 | 0.991 | 19m | 34 | 1.5M / 32k | $0.039 |
| L✓ 21m | 1.00 | 0.998 | 0.932 | 1.000 | 0.995 | 0.982 | 0.71 | 0.01 | 0.990 | 21m | 43 | 2.4M / 47k | $0.057 | |
| Line · Fisheasy | U✓ 9m | 1.00 | 0.992 | 0.859 | 0.986 | 0.997 | 0.997 | 0.71 | 0.02 | 0.990 | 9m | 20 | 853k / 20k | $0.025 |
| L✓ 12m | 1.00 | 1.000 | 0.910 | 1.000 | 1.000 | 1.000 | 0.66 | 0.00 | 0.996 | 12m | 20 | 720k / 29k | $0.027 | |
| Line · Flowereasy | U✓ 7m | 1.00 | 1.000 | 0.807 | 1.000 | 1.000 | 1.000 | 0.59 | 0.00 | 0.985 | 7m | 18 | 656k / 17k | $0.020 |
| L✓ 16m | 1.00 | 1.000 | 0.680 | 1.000 | 1.000 | 1.000 | 0.48 | 0.00 | 0.968 | 16m | 25 | 924k / 29k | $0.031 | |
| Line · Landscapeeasy | U✓ 9m | 1.00 | 0.997 | 0.889 | 1.000 | 0.994 | 0.986 | 0.66 | 0.02 | 0.987 | 9m | 22 | 771k / 14k | $0.020 |
| L✓ 12m | 1.00 | 0.997 | 0.877 | 1.000 | 0.994 | 0.986 | 0.66 | 0.02 | 0.985 | 12m | 33 | 1.4M / 29k | $0.036 | |
| Line · Rainboweasy | U✓ 13m | 1.00 | 0.964 | 0.862 | 0.931 | 0.999 | 0.994 | 2.92 | 0.00 | 0.974 | 13m | 24 | 881k / 21k | $0.024 |
| L✓ 9m | 1.00 | 1.000 | 0.928 | 1.000 | 1.000 | 1.000 | 0.58 | 0.00 | 0.994 | 9m | 19 | 612k / 24k | $0.022 | |
| Line · Rocketeasy | U✓ 12m | 1.00 | 0.994 | 0.880 | 0.999 | 0.988 | 0.966 | 0.70 | 0.03 | 0.990 | 12m | 20 | 589k / 18k | $0.019 |
| L✓ 15m | 1.00 | 0.997 | 0.769 | 0.999 | 0.995 | 0.991 | 0.62 | 0.02 | 0.977 | 15m | 25 | 819k / 29k | $0.028 | |
| Line · Sailboateasy | U✓ 7m | 1.00 | 0.999 | 0.874 | 1.000 | 0.997 | 0.983 | 0.67 | 0.01 | 0.992 | 7m | 15 | 437k / 15k | $0.016 |
| L✓ 11m | 1.00 | 0.998 | 0.932 | 1.000 | 0.996 | 0.979 | 0.71 | 0.01 | 0.995 | 11m | 28 | 1.0M / 24k | $0.028 | |