Results with the stricter label judge; degenerate baselines
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README.md
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@@ -99,16 +99,16 @@ Hands on screen: left 96.7%, right 96.6%, both 94.3% of frames.
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| System | Subtask | Hand action | Hand caption | Hand box |
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|---|---|---|---|---|
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| Perceptron egocentric harness | 0.
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| GPT-6 Astra · 4 fps | 0.
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| GPT-6 Astra · 1 fps | 0.
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| Gemini 3.8 Flash · 4 fps | 0.
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| Gemini 3.8 Flash · 1 fps | 0.
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| Glimpse (Elorian) · 4 fps | 0.
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| Glimpse (Elorian) · 1 fps | 0.
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| Argus (Pantheon) on GPT-6 Astra | 0.
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| Argus (Pantheon) on GPT-6.1 Sol | 0.
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| NVIDIA FLORA | 0.
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A failed clip counts 0; — = the system does not produce that annotation. Label judge: gemini-3.5-flash.
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@@ -127,6 +127,16 @@ WGO-Bench, same systems:
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| Argus (Pantheon) on GPT-6.1 Sol | 0.038 | 0.295 |
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| NVIDIA FLORA | 0.189 | 0.343 |
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## Collection
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Clips were labeled by Perceptron's egocentric annotation harness, corrected by calibrated human annotators, and every clip was reviewed by a member of our research team.
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| System | Subtask | Hand action | Hand caption | Hand box |
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|---|---|---|---|---|
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| Perceptron egocentric harness | 0.777 | 0.421 | 0.614 | 0.942 |
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| GPT-6 Astra · 4 fps | 0.804 | 0.498 | 0.750 | 0.979 |
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| GPT-6 Astra · 1 fps | 0.773 | 0.479 | 0.727 | 0.865 |
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| Gemini 3.8 Flash · 4 fps | 0.665 | 0.405 | 0.556 | 0.444 |
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| Gemini 3.8 Flash · 1 fps | 0.630 | 0.390 | 0.555 | 0.522 |
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| Glimpse (Elorian) · 4 fps | 0.689 | 0.390 | 0.563 | 0.489 |
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| Glimpse (Elorian) · 1 fps | 0.587 | 0.342 | 0.554 | 0.247 |
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| Argus (Pantheon) on GPT-6 Astra | 0.370 | 0.320 | 0.591 | — |
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| Argus (Pantheon) on GPT-6.1 Sol | 0.310 | 0.324 | 0.590 | — |
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| NVIDIA FLORA | 0.746 | — | — | — |
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A failed clip counts 0; — = the system does not produce that annotation. Label judge: gemini-3.5-flash.
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| Argus (Pantheon) on GPT-6.1 Sol | 0.038 | 0.295 |
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| NVIDIA FLORA | 0.189 | 0.343 |
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### Degenerate baselines
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Answers that ignore the video, scored with the same metrics and judge.
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| Baseline | Subtask | Hand action | Hand caption |
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|---|---|---|---|
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| Whole clip, generic label | 0.000 | 0.175 | 0.000 |
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| 2.5 s windows, generic label | 0.000 | 0.175 | 0.000 |
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| Whole clip, the clip's own majority gold label (oracle) | 0.528 | 0.449 | 0.499 |
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## Collection
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Clips were labeled by Perceptron's egocentric annotation harness, corrected by calibrated human annotators, and every clip was reviewed by a member of our research team.
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