{ "scope": "offline grounding and held-out step prediction; not live task success", "training_validation_metrics": { "action": 669, "coordinate20": 240, "coordinate50": 310, "coordinate_n": 421, "exact": 209, "invalid": 0, "n": 690, "text_exact": 43, "text_n": 98, "loss": 4.06466895114374, "seconds": 235.57891338691115, "prediction_sha256": { "predictions-rank0.jsonl": "2924b3fc656f070b79336e870aa37ade29f010fa307f9bec81258ca74460b96c", "predictions-rank1.jsonl": "43db561d66fd975658886e27c9e4bed5475aa29287c2d3eab8991ffd15852e53" } }, "benchmark_results": { "screenspot": { "n": 501, "matched": 349, "rate": 0.6966067864271457, "action_correct": 451, "strict_matches": 0, "invalid": 0, "complete": true, "groups": { "icon": { "n": 211, "matched": 116, "rate": 0.5497630331753555, "action_correct": 187, "strict_matches": 0, "invalid": 0 }, "text": { "n": 290, "matched": 233, "rate": 0.803448275862069, "action_correct": 264, "strict_matches": 0, "invalid": 0 } }, "sources": { "ios": { "n": 238, "matched": 163, "rate": 0.6848739495798319, "action_correct": 213, "strict_matches": 0, "invalid": 0 }, "android": { "n": 211, "matched": 156, "rate": 0.7393364928909952, "action_correct": 190, "strict_matches": 0, "invalid": 0 }, "shop": { "n": 52, "matched": 30, "rate": 0.5769230769230769, "action_correct": 48, "strict_matches": 0, "invalid": 0 } } }, "androidcontrol": { "n": 8423, "matched": 6065, "rate": 0.720052237919981, "action_correct": 8077, "strict_matches": 2438, "invalid": 0, "complete": true, "groups": { "open_app": { "n": 600, "matched": 313, "rate": 0.5216666666666666, "action_correct": 597, "strict_matches": 303, "invalid": 0 }, "long_press": { "n": 9, "matched": 3, "rate": 0.3333333333333333, "action_correct": 8, "strict_matches": 1, "invalid": 0 }, "tap": { "n": 5070, "matched": 3716, "rate": 0.7329388560157791, "action_correct": 4956, "strict_matches": 112, "invalid": 0 }, "type_text": { "n": 632, "matched": 135, "rate": 0.21360759493670886, "action_correct": 618, "strict_matches": 124, "invalid": 0 }, "wait": { "n": 560, "matched": 474, "rate": 0.8464285714285714, "action_correct": 474, "strict_matches": 474, "invalid": 0 }, "back": { "n": 342, "matched": 337, "rate": 0.9853801169590644, "action_correct": 337, "strict_matches": 337, "invalid": 0 }, "scroll_down": { "n": 946, "matched": 937, "rate": 0.9904862579281184, "action_correct": 937, "strict_matches": 937, "invalid": 0 }, "scroll_right": { "n": 94, "matched": 86, "rate": 0.9148936170212766, "action_correct": 86, "strict_matches": 86, "invalid": 0 }, "scroll_up": { "n": 96, "matched": 52, "rate": 0.5416666666666666, "action_correct": 52, "strict_matches": 52, "invalid": 0 }, "scroll_left": { "n": 74, "matched": 12, "rate": 0.16216216216216217, "action_correct": 12, "strict_matches": 12, "invalid": 0 } }, "text_exact": { "correct": 124, "n": 632 }, "coordinate_rows": { "n": 5079, "matched": 3719, "rate": 0.7322307540854499, "action_correct": 4964, "strict_matches": 113, "invalid": 0 }, "merged_sha256": "7b640d279ca61c1804cc3bae524f7a2a2a1f0b5e8c909b01aa2e515688ac2ef2" } }, "benchmark_results_sha256": "ecf774753a6fbccd1ea0725f3244d26b273fff803edb9029e4d44386cb5fcefa", "test_evaluated": true, "androidcontrol_metric": { "coordinate_per_axis": 50, "text_similarity": 0.9, "text_rule": "1 - codepoint Levenshtein distance / max lengths; case and whitespace preserved", "other_fields": "exact", "denominator": "8423 admitted low-level test steps; local protocol, not official leaderboard" }, "screenspot_metric": "Inclusive point in original box; decoded tap required; 501 full mobile subset including Android, iOS, shop" }