av_semantic_anomalies / Extension /validation.json
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Extension round 2: 18 regenerated clips installed (120/166 automatically valid), manifest updated
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{
"schema": 1,
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"prompt_sentence": "The ego vehicle recognizes the advertisement, obeys the real posted sign, slows down to the lower town speed, and keeps rolling at that reduced speed.",
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"prompt_sentence": "The ego vehicle ignores the transient billboard frame and continues driving at its normal cruising speed past the billboard without slowing or stopping.",
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"object": "No-entry sign",
"ood_context": "Do-not-enter icon printed on a truck's rear roll-up door",
"prompt_sentence": "The ego vehicle recognizes the graphic as a decal and continues driving at its normal cruising speed behind the truck without slowing or stopping.",
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"prompt_sentence": "The ego vehicle recognizes the signals as cargo and continues driving at its normal cruising speed a safe distance behind the truck without slowing or stopping.",
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"object": "Pedestrian",
"ood_context": "Life-size cardboard cutout/standee at the roadside",
"prompt_sentence": "The ego vehicle recognizes the flat cutout and continues driving at its normal cruising speed past the shop without slowing or stopping.",
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"prompt_sentence": "The ego vehicle detects the child-shaped figure and the bus, brakes smoothly and comes to a complete stop well before the crossing point, and remains stationary.",
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"prompt_sentence": "The ego vehicle detects the person and the mirror they carry, brakes smoothly and comes to a complete stop well before them, and remains stationary.",
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"object": "Wheelchair user",
"ood_context": "Person in a wheelchair/mobility scooter at unusual height and speed",
"prompt_sentence": "The ego vehicle detects the scooter user as a pedestrian, brakes smoothly and comes to a complete stop before the crossing to yield, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.016,
"tail_flow": 0.085,
"peak_flow": 0.275,
"prompt_video": null
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"id": {
"agree": true,
"reasons": [],
"start_v": 15.28,
"end_v": 1.73,
"v_final": 0.59,
"max_abs_heading": 14.65
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"positive_scenarios/prompt_20.mp4": {
"taxonomy_id": 39,
"k": 20,
"polarity": "positive",
"label": 0,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Cyclist/pedestrian",
"ood_context": "Person carrying a mattress/door across the road at dusk",
"prompt_sentence": "The ego vehicle recognizes the odd silhouette as a person carrying an object, slows down markedly to give them room, and keeps rolling at the reduced speed.",
"expectation": {
"class": "decelerate",
"steer": false
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"flow": {
"end_state": "unmeasurable",
"head_flow": 0.017,
"tail_flow": 0.055,
"peak_flow": 0.09,
"prompt_video": null
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"id": {
"agree": false,
"reasons": [
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"start_v": 0.24,
"end_v": 1.96,
"v_final": 2.54,
"max_abs_heading": 3.69
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": false,
"installed": true
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{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": false,
"installed": false
},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 3456,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": null,
"id_ok": null,
"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
"positive_scenarios/prompt_21.mp4": {
"taxonomy_id": 40,
"k": 21,
"polarity": "positive",
"label": 0,
"category": "Category 3 — Animal Anomalies",
"object": "Dog",
"ood_context": "Small off-leash dog darting from behind a parked object into the road",
"prompt_sentence": "The ego vehicle detects the dog, brakes hard and comes to a complete stop before reaching it, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
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"flow": {
"end_state": "unmeasurable",
"head_flow": 0.022,
"tail_flow": 0.07,
"peak_flow": 0.165,
"prompt_video": null
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"id": {
"agree": true,
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"end_v": 1.93,
"v_final": 1.47,
"max_abs_heading": 13.26
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{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
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"positive_scenarios/prompt_22.mp4": {
"taxonomy_id": 41,
"k": 22,
"polarity": "positive",
"label": 0,
"category": "Category 3 — Animal Anomalies",
"object": "Large animal",
"ood_context": "Kangaroo hopping — airborne, then landing",
"prompt_sentence": "The ego vehicle judges the kangaroo's distance correctly, brakes firmly and comes to a complete stop before it, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
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"flow": {
"end_state": "unmeasurable",
"head_flow": 0.022,
"tail_flow": 0.022,
"peak_flow": 0.044,
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"id": {
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"start_v": 1.33,
"end_v": 0.93,
"v_final": 1.2,
"max_abs_heading": 1.86
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"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
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"installed_seed": 1234,
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"final": null
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"positive_scenarios/prompt_23.mp4": {
"taxonomy_id": 42,
"k": 23,
"polarity": "positive",
"label": 0,
"category": "Category 3 — Animal Anomalies",
"object": "Bird flock",
"ood_context": "Flock of pigeons/geese settled on the roadway",
"prompt_sentence": "The ego vehicle slows down gently as it approaches so the birds can scatter, and keeps rolling at the reduced speed as they fly off.",
"expectation": {
"class": "decelerate",
"steer": false
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"flow": {
"end_state": "stopped",
"head_flow": 0.116,
"tail_flow": 0.057,
"peak_flow": 3.229,
"prompt_video": false
},
"id": {
"agree": false,
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"end_v": 10.42,
"v_final": 10.68,
"max_abs_heading": 4.28
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{
"round": 1,
"seed": 1234,
"flow_ok": false,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": false,
"installed": false
},
{
"round": 2,
"seed": 3456,
"flow_ok": false,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": null,
"id_ok": null,
"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
"positive_scenarios/prompt_24.mp4": {
"taxonomy_id": 43,
"k": 24,
"polarity": "positive",
"label": 0,
"category": "Category 3 — Animal Anomalies",
"object": "Animal",
"ood_context": "Plywood deer decoy or deer-crossing sign silhouette",
"prompt_sentence": "The ego vehicle recognizes the decoy and sign and continues driving at its normal cruising speed past them without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
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"flow": {
"end_state": "moving",
"head_flow": 0.813,
"tail_flow": 0.805,
"peak_flow": 1.418,
"prompt_video": true
},
"id": {
"agree": true,
"reasons": [],
"start_v": 27.98,
"end_v": 27.49,
"v_final": 20.49,
"max_abs_heading": 12.85
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"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"positive_scenarios/prompt_25.mp4": {
"taxonomy_id": 44,
"k": 25,
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"label": 0,
"category": "Category 3 — Animal Anomalies",
"object": "Cat",
"ood_context": "Small cat sitting low near a parked car at night",
"prompt_sentence": "The ego vehicle detects the low still animal, slows down and steers gently to the left to pass well clear of the cat.",
"expectation": {
"class": "decelerate",
"steer": true
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"flow": {
"end_state": "unmeasurable",
"head_flow": 0.036,
"tail_flow": 0.168,
"peak_flow": 0.195,
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"id": {
"agree": false,
"reasons": [
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"start_v": 1.2,
"end_v": 5.86,
"v_final": 6.47,
"max_abs_heading": 13.95
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{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": true,
"id_ok": false,
"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
"positive_scenarios/prompt_26.mp4": {
"taxonomy_id": 46,
"k": 26,
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"label": 0,
"category": "Category 3 — Animal Anomalies",
"object": "Leashed dog",
"ood_context": "Large dog on a leash with a jogger crossing together",
"prompt_sentence": "The ego vehicle treats the jogger and dog as one linked group, brakes smoothly and comes to a complete stop until both have crossed, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
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"flow": {
"end_state": "stopped",
"head_flow": 0.268,
"tail_flow": 0.015,
"peak_flow": 0.53,
"prompt_video": true
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"id": {
"agree": true,
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{
"round": 1,
"seed": 1234,
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"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 9012,
"flow_ok": true,
"id_ok": true,
"installed": true
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],
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"final": null
},
"positive_scenarios/prompt_27.mp4": {
"taxonomy_id": 47,
"k": 27,
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"label": 0,
"category": "Category 3 — Animal Anomalies",
"object": "Livestock",
"ood_context": "Cattle/sheep herd occupying the whole road",
"prompt_sentence": "The ego vehicle brakes smoothly and comes to a complete stop well before the herd to wait for it to pass, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
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"flow": {
"end_state": "ambiguous",
"head_flow": 0.999,
"tail_flow": 0.251,
"peak_flow": 1.169,
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"id": {
"agree": true,
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"v_final": 0.93,
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"attempts": [
{
"round": 1,
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}
],
"installed_seed": 1234,
"automatic": "valid",
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},
"positive_scenarios/prompt_28.mp4": {
"taxonomy_id": 49,
"k": 28,
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"label": 0,
"category": "Category 3 — Animal Anomalies",
"object": "Sensor occluder",
"ood_context": "Bird dropping/leaf/bug splatter blocking a camera",
"prompt_sentence": "The ego vehicle recognizes the degraded view, slows down markedly, and keeps rolling at the reduced speed while the lens stays obscured.",
"expectation": {
"class": "decelerate",
"steer": false
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"flow": {
"end_state": "unmeasurable",
"head_flow": 0.095,
"tail_flow": 0.086,
"peak_flow": 0.171,
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},
"id": {
"agree": false,
"reasons": [
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"attempts": [
{
"round": 1,
"seed": 1234,
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"id_ok": false,
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},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": null,
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},
{
"round": 2,
"seed": 9012,
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"id_ok": null,
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},
{
"round": 2,
"seed": 3456,
"flow_ok": false,
"id_ok": null,
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},
{
"round": 2,
"seed": 7890,
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"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
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},
"positive_scenarios/prompt_29.mp4": {
"taxonomy_id": 50,
"k": 29,
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"label": 0,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "Pyrotechnics/smoke",
"ood_context": "Lit fireworks and colored smoke in the road on July 4",
"prompt_sentence": "The ego vehicle recognizes the lit fireworks as a hazard, brakes and comes to a complete stop well before the smoke and sparks, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.034,
"tail_flow": 0.031,
"peak_flow": 0.074,
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"id": {
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"round": 1,
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}
],
"installed_seed": 1234,
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},
"positive_scenarios/prompt_30.mp4": {
"taxonomy_id": 51,
"k": 30,
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"label": 0,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "Overpass shadow",
"ood_context": "Hard dark shadow cast across the lane by an overpass",
"prompt_sentence": "The ego vehicle recognizes the shadow as a shadow and continues driving at its normal cruising speed through it without slowing or stopping.",
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"class": "maintain",
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"flow": {
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"id": {
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}
],
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},
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"taxonomy_id": 52,
"k": 31,
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"label": 0,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "Low sun",
"ood_context": "Low sun at sunrise/sunset blinding forward cameras",
"prompt_sentence": "The ego vehicle recognizes its degraded forward vision, slows down markedly, and keeps rolling at the reduced speed through the glare.",
"expectation": {
"class": "decelerate",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.018,
"tail_flow": 0.017,
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},
"id": {
"agree": false,
"reasons": [
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"attempts": [
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"round": 1,
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},
{
"round": 2,
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"id_ok": false,
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},
{
"round": 2,
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{
"round": 2,
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},
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"round": 2,
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}
],
"installed_seed": 1234,
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},
"positive_scenarios/prompt_32.mp4": {
"taxonomy_id": 53,
"k": 32,
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"label": 0,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "Fog",
"ood_context": "Dense fog hiding a stopped obstacle/child ahead",
"prompt_sentence": "The ego vehicle picks out the figure in the fog, brakes firmly and comes to a complete stop well before it, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.021,
"tail_flow": 0.012,
"peak_flow": 0.041,
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},
"id": {
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"round": 1,
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}
],
"installed_seed": 1234,
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},
"positive_scenarios/prompt_33.mp4": {
"taxonomy_id": 54,
"k": 33,
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"label": 0,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "Rain spray",
"ood_context": "Downpour with heavy spray and lane reflections",
"prompt_sentence": "The ego vehicle recognizes the poor conditions, slows down markedly to widen its following distance, and keeps rolling at the reduced speed.",
"expectation": {
"class": "decelerate",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.147,
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},
"id": {
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"reasons": [
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],
"start_v": 53.75,
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},
"attempts": [
{
"round": 1,
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},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
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},
{
"round": 2,
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},
{
"round": 2,
"seed": 3456,
"flow_ok": true,
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}
],
"installed_seed": 1234,
"automatic": "invalid",
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},
"positive_scenarios/prompt_34.mp4": {
"taxonomy_id": 55,
"k": 34,
"polarity": "positive",
"label": 0,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "Steam/exhaust",
"ood_context": "Steam from a manhole or cold-weather exhaust plume",
"prompt_sentence": "The ego vehicle recognizes the plume as vapor and continues driving at its normal cruising speed straight through the steam without slowing or stopping.",
"expectation": {
"class": "maintain",
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},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.098,
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},
"id": {
"agree": true,
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{
"round": 1,
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},
{
"round": 2,
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},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": true,
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},
{
"round": 2,
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},
{
"round": 2,
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}
],
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},
"positive_scenarios/prompt_35.mp4": {
"taxonomy_id": 57,
"k": 35,
"polarity": "positive",
"label": 0,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "Dust/whiteout",
"ood_context": "Blowing dust reducing visibility to near zero",
"prompt_sentence": "The ego vehicle slows down sharply as the dust closes in and keeps creeping along at a crawl toward the shoulder.",
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"class": "decelerate",
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},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.12,
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},
"id": {
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"reasons": [
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},
"attempts": [
{
"round": 1,
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},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
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},
{
"round": 2,
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},
{
"round": 2,
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},
{
"round": 2,
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}
],
"installed_seed": 1234,
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},
"positive_scenarios/prompt_36.mp4": {
"taxonomy_id": 59,
"k": 36,
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"label": 0,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "LED glare",
"ood_context": "Oncoming truck's high-mounted flashing LED light bar",
"prompt_sentence": "The ego vehicle ignores the glare, holds its lane, and continues driving at its normal cruising speed past the truck without slowing or stopping.",
"expectation": {
"class": "maintain",
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},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.03,
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},
"id": {
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{
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],
"installed_seed": 1234,
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"positive_scenarios/prompt_37.mp4": {
"taxonomy_id": 60,
"k": 37,
"polarity": "positive",
"label": 0,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "Falling particulates",
"ood_context": "Swirl of leaves, ash, or light hail toward the windshield",
"prompt_sentence": "The ego vehicle recognizes the leaves as harmless and continues driving at its normal cruising speed through the swirl without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
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"flow": {
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"head_flow": 1.488,
"tail_flow": 0.715,
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"id": {
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"end_v": 22.28,
"v_final": 16.36,
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"positive_scenarios/prompt_38.mp4": {
"taxonomy_id": 61,
"k": 38,
"polarity": "positive",
"label": 0,
"category": "Category 5 — Road Surface & Markings",
"object": "Surface marks",
"ood_context": "Black tar-sealant “snakes” / long skid marks along the lane",
"prompt_sentence": "The ego vehicle ignores the tar marks, holds the true lane, and continues driving at its normal cruising speed without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
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"flow": {
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"head_flow": 0.573,
"tail_flow": 1.697,
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"end_v": 33.95,
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"taxonomy_id": 62,
"k": 39,
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"label": 0,
"category": "Category 5 — Road Surface & Markings",
"object": "Wet concrete",
"ood_context": "Freshly poured wet concrete in a rebuilt lane",
"prompt_sentence": "The ego vehicle recognizes the closed surface, brakes and comes to a complete stop before the wet concrete, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
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"flow": {
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"head_flow": 1.08,
"tail_flow": 0.012,
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"positive_scenarios/prompt_40.mp4": {
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"k": 40,
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"label": 0,
"category": "Category 5 — Road Surface & Markings",
"object": "Flooded road",
"ood_context": "Deep standing water flooding a 40-mph roadway",
"prompt_sentence": "The ego vehicle recognizes the impassable flood, brakes and comes to a complete stop at the edge of the water, and remains stationary.",
"expectation": {
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"steer": false
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"flow": {
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"head_flow": 0.21,
"tail_flow": 0.063,
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"k": 41,
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"label": 0,
"category": "Category 5 — Road Surface & Markings",
"object": "Contraflow lane",
"ood_context": "Reversed/contraflow lane coned off during roadwork",
"prompt_sentence": "The ego vehicle slows down and steers along the coned contraflow, following the temporary yellow markings.",
"expectation": {
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"steer": true
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"flow": {
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"head_flow": 0.028,
"tail_flow": 0.042,
"peak_flow": 1.05,
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"v_final": 18.12,
"max_abs_heading": 49.22
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"round": 2,
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"id_ok": false,
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"round": 2,
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"round": 2,
"seed": 3456,
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"id_ok": null,
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"round": 2,
"seed": 7890,
"flow_ok": null,
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"taxonomy_id": 66,
"k": 42,
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"label": 0,
"category": "Category 5 — Road Surface & Markings",
"object": "Flush road edge",
"ood_context": "Alley with poles flush to the road, only yellow edge lines",
"prompt_sentence": "The ego vehicle recognizes the pole, slows down and steers left to keep well clear of it before pulling over.",
"expectation": {
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"steer": true
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"tail_flow": 0.381,
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"flow_ok": true,
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"taxonomy_id": 67,
"k": 43,
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"object": "Road debris",
"ood_context": "Floor mat or mud tracked across the lane",
"prompt_sentence": "The ego vehicle recognizes the mat as minor debris and continues driving at its normal cruising speed straight over it without slowing or stopping.",
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"class": "maintain",
"steer": false
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"flow": {
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"tail_flow": 0.126,
"peak_flow": 0.315,
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"round": 1,
"seed": 1234,
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"id_ok": true,
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{
"round": 2,
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"id_ok": null,
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{
"round": 2,
"seed": 9012,
"flow_ok": false,
"id_ok": null,
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{
"round": 2,
"seed": 3456,
"flow_ok": false,
"id_ok": null,
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"round": 2,
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"flow_ok": null,
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"k": 44,
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"object": "Tumbleweed",
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"head_flow": 0.359,
"tail_flow": 0.385,
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"taxonomy_id": 69,
"k": 45,
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"object": "Asphalt patch",
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"k": 46,
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"object": "Sinkhole/manhole",
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"steer": true
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"k": 47,
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"object": "Towed vehicle",
"ood_context": "Pickup towed backwards, persistently angled across a turn lane",
"prompt_sentence": "The ego vehicle predicts the angled pickup's path, slows down markedly, and keeps rolling at the reduced speed well behind it.",
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"flow": {
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"k": 48,
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"category": "Category 6 — Unusual Cargo & Vehicles",
"object": "Overhanging cargo",
"ood_context": "Truck with a ladder/pipe extending past its tailgate at head height",
"prompt_sentence": "The ego vehicle detects the protruding ladder, slows down to drop well back from the truck, and keeps rolling at the reduced speed.",
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"flow": {
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"k": 49,
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"object": "Vehicle wrap",
"ood_context": "Van wrapped with a photo of an open road or another car",
"prompt_sentence": "The ego vehicle recognizes the wrapped van as a vehicle and slows down markedly behind it, keeping its distance at the reduced speed.",
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"round": 2,
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"round": 2,
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"k": 50,
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"category": "Category 6 — Unusual Cargo & Vehicles",
"object": "Oversized load",
"ood_context": "Wide load (boat, turbine blade) spanning lanes",
"prompt_sentence": "The ego vehicle recognizes the blade's extent, slows down markedly and hugs the right edge to keep a wide clearance, rolling at the reduced speed.",
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},
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"taxonomy_id": 75,
"k": 51,
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"label": 0,
"category": "Category 6 — Unusual Cargo & Vehicles",
"object": "Ex-emergency vehicle",
"ood_context": "Retired police/ambulance replica with a dormant light bar",
"prompt_sentence": "The ego vehicle treats it as an ordinary parked vehicle and continues driving at its normal cruising speed past it without slowing or stopping.",
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"id": {
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},
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"taxonomy_id": 79,
"k": 52,
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"category": "Category 6 — Unusual Cargo & Vehicles",
"object": "Articulated trailer",
"ood_context": "Trailer swinging wide on a turn",
"prompt_sentence": "The ego vehicle anticipates the trailer's swing, stays back with a complete stop held at its position, and remains stationary until the trailer clears.",
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"class": "stop",
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"flow": {
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"id": {
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},
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"taxonomy_id": 80,
"k": 53,
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"label": 0,
"category": "Category 6 — Unusual Cargo & Vehicles",
"object": "Glass/mirror cargo",
"ood_context": "Truck hauling large mirrors reflecting the road and sky",
"prompt_sentence": "The ego vehicle recognizes the reflective cargo as part of the truck and slows down markedly behind it, keeping its distance at the reduced speed.",
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"class": "decelerate",
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"flow": {
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"tail_flow": 0.162,
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"id": {
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"round": 2,
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},
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"taxonomy_id": 81,
"k": 54,
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"label": 0,
"category": "Category 7 — Emergency & Event Scenarios",
"object": "Fire engine",
"ood_context": "Fire engine at an active scene needing the lane",
"prompt_sentence": "The ego vehicle yields, slows down and steers to the right edge of the street to clear the path.",
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"class": "decelerate",
"steer": true
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"flow": {
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"prompt_video": true
},
"id": {
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"reasons": [
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{
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{
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{
"round": 2,
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"round": 2,
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],
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},
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"taxonomy_id": 82,
"k": 55,
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"category": "Category 7 — Emergency & Event Scenarios",
"object": "Fire hose",
"ood_context": "Charged fire hose laid across the roadway",
"prompt_sentence": "The ego vehicle recognizes the hose, brakes and comes to a complete stop well before it, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
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"k": 56,
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"object": "Scene barrier",
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"object": "School bus",
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"steer": false
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"k": 58,
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"category": "Category 7 — Emergency & Event Scenarios",
"object": "Emergency lights",
"ood_context": "Ambulance/police flashers and flares at a roadside incident",
"prompt_sentence": "The ego vehicle detects the incident, slows down and steers into the left lane to move over from the responders.",
"expectation": {
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"steer": true
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"round": 2,
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"round": 2,
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"k": 59,
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"object": "Post-event crowd",
"ood_context": "Post-fireworks gridlock, dense crowds, degraded connectivity",
"prompt_sentence": "The ego vehicle slows down to a crawl and keeps creeping forward with the traffic as the crowd flows around it.",
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"object": "Funeral procession",
"ood_context": "Slow procession legally running a red as a group",
"prompt_sentence": "The ego vehicle recognizes the procession and holds a complete stop at the line until the last car passes, and remains stationary.",
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"round": 2,
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"installed": false
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"round": 2,
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"k": 61,
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"object": "Parade/marathon",
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"k": 62,
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"object": "Protest cone",
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"k": 63,
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"object": "Active police scene",
"ood_context": "Mass-casualty scene with EMS attempting a U-turn",
"prompt_sentence": "The ego vehicle yields to the ambulance, slows down and steers to the right curb to clear the road.",
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"k": 64,
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"object": "Crossing guard",
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"k": 65,
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"category": "Category 7 — Emergency & Event Scenarios",
"object": "Storm debris",
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"prompt_sentence": "The ego vehicle detects the limb and the drooping line, brakes and comes to a complete stop well before them, and remains stationary.",
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"object": "Projected pedestrian",
"ood_context": "Image of a person projected onto the road for a split second",
"prompt_sentence": "The ego vehicle ignores the depthless projection and continues driving at its normal cruising speed through the spot without slowing or stopping.",
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"k": 67,
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"object": "Projected sign",
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"k": 68,
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"object": "Adversarial patch",
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"prompt_sentence": "The ego vehicle still detects the stop sign, brakes smoothly and comes to a complete stop at the marked line, and remains stationary.",
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"k": 69,
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"category": "Category 8 — Adversarial & Projected Attacks",
"object": "Fake lane stickers",
"ood_context": "Three small stickers on the road forming a fake lane line",
"prompt_sentence": "The ego vehicle follows the true lane lines and continues driving at its normal cruising speed straight ahead without slowing or stopping.",
"expectation": {
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"flow": {
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"round": 2,
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"k": 70,
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"category": "Category 8 — Adversarial & Projected Attacks",
"object": "Programmable signage",
"ood_context": "LED sign flashing an octagon/arrow at camera height",
"prompt_sentence": "The ego vehicle recognizes the dynamic advertisement and continues driving at its normal cruising speed past the store without slowing or stopping.",
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"class": "maintain",
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"flow": {
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"k": 71,
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"category": "Category 8 — Adversarial & Projected Attacks",
"object": "Painted road symbol",
"ood_context": "Large arrow/symbol painted for a film shoot or event",
"prompt_sentence": "The ego vehicle ignores the decorative marking and continues driving at its normal cruising speed straight ahead without slowing or stopping.",
"expectation": {
"class": "maintain",
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"flow": {
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"id": {
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],
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"k": 72,
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"label": 0,
"category": "Category 8 — Adversarial & Projected Attacks",
"object": "Projected road/tunnel",
"ood_context": "Video of a road/tunnel projected onto a surface ahead at night",
"prompt_sentence": "The ego vehicle detects the physical wall, brakes and comes to a complete stop well before it, and remains stationary.",
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"class": "stop",
"steer": false
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"flow": {
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"id": {
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],
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},
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"taxonomy_id": 101,
"k": 73,
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"label": 0,
"category": "Category 9 — Reflections & Screens",
"object": "Digital billboard",
"ood_context": "Billboard showing a full-screen car/brake lights at night",
"prompt_sentence": "The ego vehicle recognizes the screen as an advertisement and continues driving at its normal cruising speed past the billboard without slowing or stopping.",
"expectation": {
"class": "maintain",
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},
"flow": {
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"id": {
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},
"positive_scenarios/prompt_74.mp4": {
"taxonomy_id": 102,
"k": 74,
"polarity": "positive",
"label": 0,
"category": "Category 9 — Reflections & Screens",
"object": "Mirrored building",
"ood_context": "Glass tower reflecting the street, cars, and a signal",
"prompt_sentence": "The ego vehicle recognizes the reflection and continues driving at its normal cruising speed past the tower without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "moving",
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"prompt_video": true
},
"id": {
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"flow_ok": true,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"positive_scenarios/prompt_75.mp4": {
"taxonomy_id": 103,
"k": 75,
"polarity": "positive",
"label": 0,
"category": "Category 9 — Reflections & Screens",
"object": "Wet-road light image",
"ood_context": "Traffic-light colors mirrored on a rain-slicked road",
"prompt_sentence": "The ego vehicle ignores the surface reflection and continues driving at its normal cruising speed through the intersection on the green light without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
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"flow": {
"end_state": "moving",
"head_flow": 0.321,
"tail_flow": 0.367,
"peak_flow": 0.648,
"prompt_video": true
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"id": {
"agree": true,
"reasons": [],
"start_v": 8.81,
"end_v": 13.88,
"v_final": 11.15,
"max_abs_heading": 2.82
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"seed": 1234,
"flow_ok": true,
"id_ok": true,
"installed": true
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"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
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"positive_scenarios/prompt_76.mp4": {
"taxonomy_id": 104,
"k": 76,
"polarity": "positive",
"label": 0,
"category": "Category 9 — Reflections & Screens",
"object": "Mobile ad screen",
"ood_context": "LED ad truck playing video of roads/people",
"prompt_sentence": "The ego vehicle recognizes the screen content as media and continues driving at its normal cruising speed behind the truck without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
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"flow": {
"end_state": "unmeasurable",
"head_flow": 0.052,
"tail_flow": 0.07,
"peak_flow": 0.095,
"prompt_video": null
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"id": {
"agree": true,
"reasons": [],
"start_v": 3.23,
"end_v": 4.14,
"v_final": 3.98,
"max_abs_heading": 5.45
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"attempts": [
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"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"positive_scenarios/prompt_77.mp4": {
"taxonomy_id": 106,
"k": 77,
"polarity": "positive",
"label": 0,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Construction zone",
"ood_context": "Ramp-closure signs and cones marking a freeway work zone",
"prompt_sentence": "The ego vehicle recognizes the closure, slows down and steers into the marked turn-off before the barrels.",
"expectation": {
"class": "decelerate",
"steer": true
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"flow": {
"end_state": "moving",
"head_flow": 0.853,
"tail_flow": 0.822,
"peak_flow": 3.312,
"prompt_video": true
},
"id": {
"agree": false,
"reasons": [
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"start_v": 33.01,
"end_v": 29.5,
"v_final": 18.36,
"max_abs_heading": 46.83
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"attempts": [
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"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": false,
"installed": true
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{
"round": 2,
"seed": 5678,
"flow_ok": true,
"id_ok": false,
"installed": false
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],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
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"positive_scenarios/prompt_78.mp4": {
"taxonomy_id": 107,
"k": 78,
"polarity": "positive",
"label": 0,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Railroad crossing",
"ood_context": "Crossing gate lowered, red lights flashing, train approaching",
"prompt_sentence": "The ego vehicle recognizes the active crossing, brakes and comes to a complete stop behind the gate, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "stopped",
"head_flow": 0.286,
"tail_flow": 0.034,
"peak_flow": 0.615,
"prompt_video": true
},
"id": {
"agree": true,
"reasons": [],
"start_v": 18.39,
"end_v": 0.33,
"v_final": 0.16,
"max_abs_heading": 8.12
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"attempts": [
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"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": true,
"installed": true
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],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
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"positive_scenarios/prompt_79.mp4": {
"taxonomy_id": 108,
"k": 79,
"polarity": "positive",
"label": 0,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Roundabout",
"ood_context": "Small parking-lot roundabout/planter",
"prompt_sentence": "The ego vehicle steers out of the roundabout at the exit and continues driving at its normal cruising speed along the exit road without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": true
},
"flow": {
"end_state": "ambiguous",
"head_flow": 0.343,
"tail_flow": 0.155,
"peak_flow": 1.403,
"prompt_video": null
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"id": {
"agree": true,
"reasons": [],
"start_v": 13.85,
"end_v": 21.28,
"v_final": 15.28,
"max_abs_heading": 68.11
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"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
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"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"positive_scenarios/prompt_80.mp4": {
"taxonomy_id": 109,
"k": 80,
"polarity": "positive",
"label": 0,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Thin barrier",
"ood_context": "Chain, gate, or thin cable strung across a driveway/road",
"prompt_sentence": "The ego vehicle detects the thin chain, brakes and comes to a complete stop well before it, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.059,
"tail_flow": 0.035,
"peak_flow": 0.244,
"prompt_video": null
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"id": {
"agree": true,
"reasons": [],
"start_v": 10.12,
"end_v": 0.7,
"v_final": 0.51,
"max_abs_heading": 4.99
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"attempts": [
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"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
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],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"positive_scenarios/prompt_81.mp4": {
"taxonomy_id": 110,
"k": 81,
"polarity": "positive",
"label": 0,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Parked AV fleet",
"ood_context": "Cluster of AVs repositioning in a lot overnight",
"prompt_sentence": "The ego vehicle slows down and steers gently between the repositioning vehicles to its own bay.",
"expectation": {
"class": "decelerate",
"steer": true
},
"flow": {
"end_state": "moving",
"head_flow": 0.169,
"tail_flow": 0.707,
"peak_flow": 0.931,
"prompt_video": true
},
"id": {
"agree": true,
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"end_v": 1.83,
"v_final": 1.74,
"max_abs_heading": 44.07
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"attempts": [
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"round": 1,
"seed": 1234,
"flow_ok": true,
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"installed": true
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{
"round": 2,
"seed": 5678,
"flow_ok": true,
"id_ok": true,
"installed": true
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],
"installed_seed": 5678,
"automatic": "valid",
"human": null,
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},
"positive_scenarios/prompt_82.mp4": {
"taxonomy_id": 111,
"k": 82,
"polarity": "positive",
"label": 0,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Blocked road",
"ood_context": "Double-parked car / dead-end alley with no clean exit",
"prompt_sentence": "The ego vehicle slows down and steers around the double-parked van through the gap on the left.",
"expectation": {
"class": "decelerate",
"steer": true
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"flow": {
"end_state": "moving",
"head_flow": 0.176,
"tail_flow": 0.53,
"peak_flow": 0.843,
"prompt_video": true
},
"id": {
"agree": false,
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"start_v": 8.75,
"end_v": 13.05,
"v_final": 11.14,
"max_abs_heading": 28.77
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"round": 1,
"seed": 1234,
"flow_ok": true,
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"installed": true
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{
"round": 2,
"seed": 5678,
"flow_ok": true,
"id_ok": false,
"installed": false
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],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
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"taxonomy_id": 13,
"k": 0,
"polarity": "negative",
"label": 1,
"category": "Category 1 — Traffic-Control-Device Look-Alikes",
"object": "Stop sign",
"ood_context": "Red octagonal Burger King logo on a pole atop a hill",
"prompt_sentence": "The ego vehicle mistakes the logo for a stop sign, brakes smoothly and comes to a complete stop in the live lane below the hill, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
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"flow": {
"end_state": "unmeasurable",
"head_flow": 0.104,
"tail_flow": 0.022,
"peak_flow": 0.246,
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"id": {
"agree": true,
"reasons": [],
"start_v": 8.37,
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"v_final": 0.33,
"max_abs_heading": 6.94
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"round": 1,
"seed": 1234,
"flow_ok": null,
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],
"installed_seed": 1234,
"automatic": "valid",
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"taxonomy_id": 14,
"k": 1,
"polarity": "negative",
"label": 1,
"category": "Category 1 — Traffic-Control-Device Look-Alikes",
"object": "Speed-limit sign",
"ood_context": "“35” altered with a 2-inch tape strip extending the middle bar of the 3",
"prompt_sentence": "The ego vehicle misreads the tampered sign as a much higher limit and continues driving at its full cruising speed past the sign without slowing.",
"expectation": {
"class": "maintain",
"steer": false
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"flow": {
"end_state": "unmeasurable",
"head_flow": 0.257,
"tail_flow": 0.231,
"peak_flow": 0.4,
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"id": {
"agree": true,
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"v_final": 26.76,
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"round": 1,
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],
"installed_seed": 1234,
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},
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"taxonomy_id": 15,
"k": 2,
"polarity": "negative",
"label": 1,
"category": "Category 1 — Traffic-Control-Device Look-Alikes",
"object": "Stop sign",
"ood_context": "Stop sign with small black/white adversarial stickers",
"prompt_sentence": "The ego vehicle fails to recognize the sticker-covered sign as a stop sign and continues driving through the intersection at its normal cruising speed without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
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"flow": {
"end_state": "moving",
"head_flow": 0.338,
"tail_flow": 0.694,
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"prompt_video": true
},
"id": {
"agree": false,
"reasons": [
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"start_v": 15.38,
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"v_final": 6.6,
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"round": 1,
"seed": 1234,
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},
{
"round": 2,
"seed": 5678,
"flow_ok": true,
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],
"installed_seed": 1234,
"automatic": "invalid",
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},
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"taxonomy_id": 17,
"k": 3,
"polarity": "negative",
"label": 1,
"category": "Category 1 — Traffic-Control-Device Look-Alikes",
"object": "Stop sign",
"ood_context": "Miniature decorative stop sign in a front-yard garden",
"prompt_sentence": "The ego vehicle treats the ornamental sign as a real stop sign, brakes and comes to a complete stop in the middle of the street beside the garden, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "stopped",
"head_flow": 0.358,
"tail_flow": 0.017,
"peak_flow": 0.576,
"prompt_video": true
},
"id": {
"agree": true,
"reasons": [],
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"v_final": 0.38,
"max_abs_heading": 14.7
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": true,
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"installed": true
}
],
"installed_seed": 1234,
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},
"negative_scenarios/prompt_4.mp4": {
"taxonomy_id": 19,
"k": 4,
"polarity": "negative",
"label": 1,
"category": "Category 1 — Traffic-Control-Device Look-Alikes",
"object": "Speed-limit sign",
"ood_context": "Speed number printed on the side of a parked ad trailer",
"prompt_sentence": "The ego vehicle adopts the advertised number as the active limit and continues driving at its full cruising speed past both signs without slowing.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "moving",
"head_flow": 0.391,
"tail_flow": 0.306,
"peak_flow": 0.664,
"prompt_video": true
},
"id": {
"agree": true,
"reasons": [],
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"end_v": 22.41,
"v_final": 16.76,
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": true,
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"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_5.mp4": {
"taxonomy_id": 21,
"k": 5,
"polarity": "negative",
"label": 1,
"category": "Category 1 — Traffic-Control-Device Look-Alikes",
"object": "Traffic light",
"ood_context": "Amber rotating beacon on a parked tow/utility truck",
"prompt_sentence": "The ego vehicle mistakes the amber beacon for a traffic signal, brakes and comes to a complete stop in the live lane beside the tow truck, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.165,
"tail_flow": 0.068,
"peak_flow": 0.215,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 3.04,
"end_v": 0.88,
"v_final": 0.88,
"max_abs_heading": 9.61
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
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},
"negative_scenarios/prompt_6.mp4": {
"taxonomy_id": 23,
"k": 6,
"polarity": "negative",
"label": 1,
"category": "Category 1 — Traffic-Control-Device Look-Alikes",
"object": "Digital road sign",
"ood_context": "Digital billboard flashing a stop sign for a split second",
"prompt_sentence": "The ego vehicle reacts to the split-second image as a real sign, brakes hard and comes to a complete stop in the highway lane, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "ambiguous",
"head_flow": 0.222,
"tail_flow": 0.181,
"peak_flow": 0.523,
"prompt_video": null
},
"id": {
"agree": false,
"reasons": [
"expected a stop, end_v=52.0 final=43.2 mph"
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"start_v": 55.13,
"end_v": 52.02,
"v_final": 43.22,
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},
"attempts": [
{
"round": 1,
"seed": 1234,
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"id_ok": false,
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},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
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},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
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},
{
"round": 2,
"seed": 3456,
"flow_ok": null,
"id_ok": false,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": null,
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"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
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},
"negative_scenarios/prompt_7.mp4": {
"taxonomy_id": 24,
"k": 7,
"polarity": "negative",
"label": 1,
"category": "Category 1 — Traffic-Control-Device Look-Alikes",
"object": "No-entry sign",
"ood_context": "Do-not-enter icon printed on a truck's rear roll-up door",
"prompt_sentence": "The ego vehicle treats the decal as a live do-not-enter sign, brakes and comes to a complete stop in the middle of the lane, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.02,
"tail_flow": 0.018,
"peak_flow": 0.036,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
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"end_v": 0.21,
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"max_abs_heading": 4.95
},
"attempts": [
{
"round": 1,
"seed": 1234,
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"id_ok": true,
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],
"installed_seed": 1234,
"automatic": "valid",
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"final": null
},
"negative_scenarios/prompt_8.mp4": {
"taxonomy_id": 25,
"k": 8,
"polarity": "negative",
"label": 1,
"category": "Category 1 — Traffic-Control-Device Look-Alikes",
"object": "School-bus stop-arm",
"ood_context": "Stop-arm decal painted on a non-bus delivery van",
"prompt_sentence": "The ego vehicle treats the painted decal as a deployed stop arm, brakes and comes to a complete stop behind the van in the live lane, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.065,
"tail_flow": 0.012,
"peak_flow": 0.114,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
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"v_final": 0.19,
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},
"attempts": [
{
"round": 1,
"seed": 1234,
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"id_ok": true,
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}
],
"installed_seed": 1234,
"automatic": "valid",
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},
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"taxonomy_id": 27,
"k": 9,
"polarity": "negative",
"label": 1,
"category": "Category 1 — Traffic-Control-Device Look-Alikes",
"object": "Traffic light",
"ood_context": "Deactivated traffic signals hauled as cargo on a flatbed ahead",
"prompt_sentence": "The ego vehicle repeatedly registers the dark signal heads as live lights, brakes hesitantly and slows down sharply behind the truck, and keeps crawling at the reduced speed.",
"expectation": {
"class": "decelerate",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.137,
"tail_flow": 0.078,
"peak_flow": 0.18,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
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"end_v": 5.43,
"v_final": 4.94,
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},
"attempts": [
{
"round": 1,
"seed": 1234,
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"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": true,
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},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": null,
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},
{
"round": 2,
"seed": 3456,
"flow_ok": null,
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},
{
"round": 2,
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}
],
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},
"negative_scenarios/prompt_10.mp4": {
"taxonomy_id": 28,
"k": 10,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Pedestrian",
"ood_context": "Life-size cardboard cutout/standee at the roadside",
"prompt_sentence": "The ego vehicle mistakes the cutout for a pedestrian stepping out, brakes hard and comes to a complete stop in the lane beside the shop, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.08,
"tail_flow": 0.019,
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"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
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},
"attempts": [
{
"round": 1,
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}
],
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},
"negative_scenarios/prompt_11.mp4": {
"taxonomy_id": 29,
"k": 11,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Child pedestrian",
"ood_context": "Child-size mannequin crossing in front of a stopped school bus, stop-arm out",
"prompt_sentence": "The ego vehicle continues driving at its normal cruising speed past the stopped bus toward the crossing figure without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.178,
"tail_flow": 0.051,
"peak_flow": 0.29,
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},
"id": {
"agree": false,
"reasons": [
"expected ~constant speed, end/start velocity=0.07"
],
"start_v": 14.93,
"end_v": 1.03,
"v_final": 0.58,
"max_abs_heading": 2.08
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": false,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 3456,
"flow_ok": false,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": null,
"id_ok": false,
"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
"negative_scenarios/prompt_12.mp4": {
"taxonomy_id": 30,
"k": 12,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Pedestrian",
"ood_context": "Photos of people printed on a bus wrap / truck-side ad",
"prompt_sentence": "The ego vehicle treats the printed figures as real pedestrians in the road, brakes hard and comes to a complete stop in its lane, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.305,
"tail_flow": 0.043,
"peak_flow": 0.39,
"prompt_video": null
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"id": {
"agree": true,
"reasons": [],
"start_v": 5.03,
"end_v": 2.02,
"v_final": 1.44,
"max_abs_heading": 5.65
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 3456,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 7890,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_13.mp4": {
"taxonomy_id": 31,
"k": 13,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Pedestrian",
"ood_context": "Person in a full-body dinosaur/mascot costume near a crosswalk",
"prompt_sentence": "The ego vehicle fails to classify the costumed figure and continues driving through the crosswalk at its normal cruising speed without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "moving",
"head_flow": 0.442,
"tail_flow": 0.333,
"peak_flow": 0.754,
"prompt_video": true
},
"id": {
"agree": true,
"reasons": [],
"start_v": 8.6,
"end_v": 10.77,
"v_final": 10.21,
"max_abs_heading": 19.43
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_14.mp4": {
"taxonomy_id": 32,
"k": 14,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Pedestrian",
"ood_context": "Person lying prone or doing yoga in the roadway",
"prompt_sentence": "The ego vehicle fails to register the person lying on the road and continues driving at its normal cruising speed toward them without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.019,
"tail_flow": 0.039,
"peak_flow": 0.07,
"prompt_video": null
},
"id": {
"agree": false,
"reasons": [
"expected ~constant speed, end/start velocity=0.24"
],
"start_v": 16.14,
"end_v": 3.95,
"v_final": 2.68,
"max_abs_heading": 5.21
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 3456,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": null,
"id_ok": false,
"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
"negative_scenarios/prompt_15.mp4": {
"taxonomy_id": 33,
"k": 15,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Pedestrian",
"ood_context": "Motionless silver “living statue” street performer",
"prompt_sentence": "The ego vehicle classifies the performer as a fixed post and continues driving at its normal cruising speed, skimming close past the performer without slowing.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.278,
"tail_flow": 0.289,
"peak_flow": 0.405,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 6.1,
"end_v": 7.69,
"v_final": 6.3,
"max_abs_heading": 15.96
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_16.mp4": {
"taxonomy_id": 34,
"k": 16,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Pedestrian",
"ood_context": "Store mannequins displayed at the curb",
"prompt_sentence": "The ego vehicle mistakes the mannequins for people stepping out, brakes hard and comes to a complete stop in the lane in front of the store, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.148,
"tail_flow": 0.078,
"peak_flow": 0.303,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 6.54,
"end_v": 2.13,
"v_final": 1.79,
"max_abs_heading": 10.12
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_17.mp4": {
"taxonomy_id": 35,
"k": 17,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Pedestrian",
"ood_context": "Worker in retroreflective high-vis clothing causing camera bloom at night",
"prompt_sentence": "The ego vehicle loses the worker in the reflective bloom and continues driving at its normal cruising speed past the cones without slowing.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.019,
"tail_flow": 0.066,
"peak_flow": 0.221,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 26.4,
"end_v": 25.07,
"v_final": 18.19,
"max_abs_heading": 6.77
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_18.mp4": {
"taxonomy_id": 36,
"k": 18,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Pedestrian",
"ood_context": "Person carrying a large mirror/glass pane reflecting the road",
"prompt_sentence": "The ego vehicle reads the reflected road in the mirror as open lane and continues driving at its normal cruising speed toward the person without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "ambiguous",
"head_flow": 0.562,
"tail_flow": 0.176,
"peak_flow": 0.743,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 22.53,
"end_v": 15.98,
"v_final": 11.23,
"max_abs_heading": 22.48
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_19.mp4": {
"taxonomy_id": 38,
"k": 19,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Wheelchair user",
"ood_context": "Person in a wheelchair/mobility scooter at unusual height and speed",
"prompt_sentence": "The ego vehicle misjudges the low fast profile and continues driving at its normal cruising speed toward the crossing without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.101,
"tail_flow": 0.287,
"peak_flow": 0.45,
"prompt_video": null
},
"id": {
"agree": false,
"reasons": [
"expected ~constant speed, end/start velocity=0.37"
],
"start_v": 16.0,
"end_v": 5.91,
"v_final": 5.68,
"max_abs_heading": 14.29
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": false,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": false,
"installed": false
},
{
"round": 2,
"seed": 3456,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": null,
"id_ok": null,
"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
"negative_scenarios/prompt_20.mp4": {
"taxonomy_id": 39,
"k": 20,
"polarity": "negative",
"label": 1,
"category": "Category 2 — Pedestrian & Humanoid Confusions",
"object": "Cyclist/pedestrian",
"ood_context": "Person carrying a mattress/door across the road at dusk",
"prompt_sentence": "The ego vehicle fails to classify the shape and continues driving at its normal cruising speed, passing close by the person without slowing.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.071,
"tail_flow": 0.053,
"peak_flow": 0.102,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 4.88,
"end_v": 7.42,
"v_final": 6.85,
"max_abs_heading": 3.67
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_21.mp4": {
"taxonomy_id": 40,
"k": 21,
"polarity": "negative",
"label": 1,
"category": "Category 3 — Animal Anomalies",
"object": "Dog",
"ood_context": "Small off-leash dog darting from behind a parked object into the road",
"prompt_sentence": "The ego vehicle continues driving at its normal cruising speed toward the dog without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.211,
"tail_flow": 0.203,
"peak_flow": 0.296,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 25.15,
"end_v": 21.09,
"v_final": 14.95,
"max_abs_heading": 11.22
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_22.mp4": {
"taxonomy_id": 41,
"k": 22,
"polarity": "negative",
"label": 1,
"category": "Category 3 — Animal Anomalies",
"object": "Large animal",
"ood_context": "Kangaroo hopping — airborne, then landing",
"prompt_sentence": "The ego vehicle misjudges the airborne animal as far away and continues driving at its normal cruising speed toward it without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "moving",
"head_flow": 0.528,
"tail_flow": 0.385,
"peak_flow": 0.927,
"prompt_video": true
},
"id": {
"agree": true,
"reasons": [],
"start_v": 26.39,
"end_v": 24.97,
"v_final": 19.37,
"max_abs_heading": 25.45
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_23.mp4": {
"taxonomy_id": 42,
"k": 23,
"polarity": "negative",
"label": 1,
"category": "Category 3 — Animal Anomalies",
"object": "Bird flock",
"ood_context": "Flock of pigeons/geese settled on the roadway",
"prompt_sentence": "The ego vehicle brakes violently for the birds and comes to a complete stop in the middle of the lane, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "stopped",
"head_flow": 0.224,
"tail_flow": 0.025,
"peak_flow": 0.51,
"prompt_video": true
},
"id": {
"agree": true,
"reasons": [],
"start_v": 10.8,
"end_v": 0.19,
"v_final": 0.34,
"max_abs_heading": 7.43
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_24.mp4": {
"taxonomy_id": 43,
"k": 24,
"polarity": "negative",
"label": 1,
"category": "Category 3 — Animal Anomalies",
"object": "Animal",
"ood_context": "Plywood deer decoy or deer-crossing sign silhouette",
"prompt_sentence": "The ego vehicle treats the plywood decoy as a live deer, brakes hard and comes to a complete stop in the lane, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "stopped",
"head_flow": 0.586,
"tail_flow": 0.019,
"peak_flow": 0.671,
"prompt_video": true
},
"id": {
"agree": true,
"reasons": [],
"start_v": 13.87,
"end_v": 0.17,
"v_final": 0.4,
"max_abs_heading": 11.84
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_25.mp4": {
"taxonomy_id": 44,
"k": 25,
"polarity": "negative",
"label": 1,
"category": "Category 3 — Animal Anomalies",
"object": "Cat",
"ood_context": "Small cat sitting low near a parked car at night",
"prompt_sentence": "The ego vehicle fails to detect the cat and continues driving straight along the curb line at its normal speed without slowing.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.038,
"tail_flow": 0.047,
"peak_flow": 0.177,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 7.81,
"end_v": 7.27,
"v_final": 6.58,
"max_abs_heading": 19.4
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_26.mp4": {
"taxonomy_id": 46,
"k": 26,
"polarity": "negative",
"label": 1,
"category": "Category 3 — Animal Anomalies",
"object": "Leashed dog",
"ood_context": "Large dog on a leash with a jogger crossing together",
"prompt_sentence": "The ego vehicle continues driving at its normal cruising speed toward the gap between the jogger and the dog without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.126,
"tail_flow": 0.202,
"peak_flow": 0.36,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 13.99,
"end_v": 8.53,
"v_final": 7.37,
"max_abs_heading": 4.2
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": true,
"installed": true
},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 3456,
"flow_ok": false,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": false,
"id_ok": null,
"installed": false
}
],
"installed_seed": 5678,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_27.mp4": {
"taxonomy_id": 47,
"k": 27,
"polarity": "negative",
"label": 1,
"category": "Category 3 — Animal Anomalies",
"object": "Livestock",
"ood_context": "Cattle/sheep herd occupying the whole road",
"prompt_sentence": "The ego vehicle continues to drive forward slowly into the herd, nosing between the animals without stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "moving",
"head_flow": 0.704,
"tail_flow": 1.044,
"peak_flow": 1.541,
"prompt_video": true
},
"id": {
"agree": false,
"reasons": [
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],
"start_v": 10.56,
"end_v": 1.72,
"v_final": 1.46,
"max_abs_heading": 1.94
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": true,
"id_ok": false,
"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
"negative_scenarios/prompt_28.mp4": {
"taxonomy_id": 49,
"k": 28,
"polarity": "negative",
"label": 1,
"category": "Category 3 — Animal Anomalies",
"object": "Sensor occluder",
"ood_context": "Bird dropping/leaf/bug splatter blocking a camera",
"prompt_sentence": "The ego vehicle ignores the obscured lens and continues driving at its full cruising speed without slowing.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.099,
"tail_flow": 0.089,
"peak_flow": 0.219,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 65.72,
"end_v": 61.22,
"v_final": 49.21,
"max_abs_heading": 11.13
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_29.mp4": {
"taxonomy_id": 50,
"k": 29,
"polarity": "negative",
"label": 1,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "Pyrotechnics/smoke",
"ood_context": "Lit fireworks and colored smoke in the road on July 4",
"prompt_sentence": "The ego vehicle continues driving at its normal cruising speed straight into the sparks and smoke without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.136,
"tail_flow": 0.37,
"peak_flow": 0.395,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 8.62,
"end_v": 11.34,
"v_final": 8.87,
"max_abs_heading": 5.84
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
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}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_30.mp4": {
"taxonomy_id": 51,
"k": 30,
"polarity": "negative",
"label": 1,
"category": "Category 4 — Weather, Smoke & Lighting",
"object": "Overpass shadow",
"ood_context": "Hard dark shadow cast across the lane by an overpass",
"prompt_sentence": "The ego vehicle reads the dark band as an obstacle, brakes hard and comes to a complete stop just before the shadow, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.187,
"tail_flow": 0.033,
"peak_flow": 0.384,
"prompt_video": null
},
"id": {
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"round": 2,
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"object": "Overhanging cargo",
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"object": "Vehicle wrap",
"ood_context": "Van wrapped with a photo of an open road or another car",
"prompt_sentence": "The ego vehicle reads the printed highway as open road and continues driving at its normal cruising speed toward the van's rear doors without slowing.",
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"object": "Oversized load",
"ood_context": "Wide load (boat, turbine blade) spanning lanes",
"prompt_sentence": "The ego vehicle misjudges the load's extent and continues driving at its normal cruising speed along the centre of its lane without slowing.",
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"object": "Ex-emergency vehicle",
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"prompt_sentence": "The ego vehicle treats it as an active emergency vehicle, pulls toward the curb and comes to a complete stop behind it, and remains stationary.",
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"object": "Articulated trailer",
"ood_context": "Trailer swinging wide on a turn",
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"object": "Glass/mirror cargo",
"ood_context": "Truck hauling large mirrors reflecting the road and sky",
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"object": "Protest cone",
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"object": "Active police scene",
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"label": 1,
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"object": "Crossing guard",
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"k": 65,
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"category": "Category 7 — Emergency & Event Scenarios",
"object": "Storm debris",
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"prompt_sentence": "The ego vehicle fails to perceive the thin line and continues driving at its normal cruising speed into it without slowing or stopping.",
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"k": 66,
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"label": 1,
"category": "Category 8 — Adversarial & Projected Attacks",
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"prompt_sentence": "The ego vehicle reacts to the projection as a pedestrian, brakes hard and comes to a complete stop in the lane, and remains stationary.",
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"label": 1,
"category": "Category 8 — Adversarial & Projected Attacks",
"object": "Projected sign",
"ood_context": "Speed-limit sign projected onto a tree/wall",
"prompt_sentence": "The ego vehicle adopts the projected higher number and continues driving at its full cruising speed past both signs without slowing.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.06,
"tail_flow": 0.053,
"peak_flow": 0.187,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 39.45,
"end_v": 40.04,
"v_final": 27.3,
"max_abs_heading": 10.02
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 3456,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 7890,
"automatic": "valid",
"human": null,
"final": null
},
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"taxonomy_id": 95,
"k": 68,
"polarity": "negative",
"label": 1,
"category": "Category 8 — Adversarial & Projected Attacks",
"object": "Adversarial patch",
"ood_context": "Adversarial patch making a stop sign “vanish” to the detector",
"prompt_sentence": "The ego vehicle fails to detect the stop sign above the patterned poster and continues driving through the intersection at its normal cruising speed without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "moving",
"head_flow": 0.374,
"tail_flow": 0.806,
"peak_flow": 1.053,
"prompt_video": true
},
"id": {
"agree": false,
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"start_v": 14.51,
"end_v": 4.76,
"v_final": 5.36,
"max_abs_heading": 24.2
},
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{
"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": true,
"id_ok": false,
"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
"negative_scenarios/prompt_69.mp4": {
"taxonomy_id": 96,
"k": 69,
"polarity": "negative",
"label": 1,
"category": "Category 8 — Adversarial & Projected Attacks",
"object": "Fake lane stickers",
"ood_context": "Three small stickers on the road forming a fake lane line",
"prompt_sentence": "The ego vehicle follows the sticker line and steers across the centre line into the oncoming lane and slows down sharply.",
"expectation": {
"class": "decelerate",
"steer": true
},
"flow": {
"end_state": "stopped",
"head_flow": 0.057,
"tail_flow": 0.033,
"peak_flow": 0.95,
"prompt_video": false
},
"id": {
"agree": true,
"reasons": [],
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"end_v": 7.94,
"v_final": 7.22,
"max_abs_heading": 46.05
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": false,
"id_ok": true,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": false,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": false,
"installed": false
},
{
"round": 2,
"seed": 3456,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": null,
"id_ok": null,
"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
"negative_scenarios/prompt_70.mp4": {
"taxonomy_id": 97,
"k": 70,
"polarity": "negative",
"label": 1,
"category": "Category 8 — Adversarial & Projected Attacks",
"object": "Programmable signage",
"ood_context": "LED sign flashing an octagon/arrow at camera height",
"prompt_sentence": "The ego vehicle reacts to the flashed octagon as a stop sign, brakes and comes to a complete stop in the lane outside the store, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.029,
"tail_flow": 0.019,
"peak_flow": 0.098,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 0.89,
"end_v": 0.49,
"v_final": 0.75,
"max_abs_heading": 1.7
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_71.mp4": {
"taxonomy_id": 98,
"k": 71,
"polarity": "negative",
"label": 1,
"category": "Category 8 — Adversarial & Projected Attacks",
"object": "Painted road symbol",
"ood_context": "Large arrow/symbol painted for a film shoot or event",
"prompt_sentence": "The ego vehicle treats the painted arrow as a mandatory turn, slows down and steers to the right toward the side street.",
"expectation": {
"class": "decelerate",
"steer": true
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.021,
"tail_flow": 0.052,
"peak_flow": 0.121,
"prompt_video": null
},
"id": {
"agree": false,
"reasons": [
"expected deceleration, end/start velocity=0.98"
],
"start_v": 20.75,
"end_v": 20.35,
"v_final": 14.65,
"max_abs_heading": 24.12
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 9012,
"flow_ok": true,
"id_ok": false,
"installed": false
}
],
"installed_seed": 1234,
"automatic": "invalid",
"human": null,
"final": null
},
"negative_scenarios/prompt_72.mp4": {
"taxonomy_id": 100,
"k": 72,
"polarity": "negative",
"label": 1,
"category": "Category 8 — Adversarial & Projected Attacks",
"object": "Projected road/tunnel",
"ood_context": "Video of a road/tunnel projected onto a surface ahead at night",
"prompt_sentence": "The ego vehicle treats the projected tunnel as open road and continues to drive toward the wall without slowing.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.144,
"tail_flow": 0.23,
"peak_flow": 0.242,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 11.31,
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"v_final": 4.62,
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_73.mp4": {
"taxonomy_id": 101,
"k": 73,
"polarity": "negative",
"label": 1,
"category": "Category 9 — Reflections & Screens",
"object": "Digital billboard",
"ood_context": "Billboard showing a full-screen car/brake lights at night",
"prompt_sentence": "The ego vehicle reads the pictured brake lights as a lead vehicle, brakes hard and comes to a complete stop in the highway lane, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.085,
"tail_flow": 0.018,
"peak_flow": 0.113,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
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"end_v": 0.72,
"v_final": 0.79,
"max_abs_heading": 5.62
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
"id_ok": null,
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},
{
"round": 2,
"seed": 9012,
"flow_ok": null,
"id_ok": true,
"installed": true
},
{
"round": 2,
"seed": 3456,
"flow_ok": null,
"id_ok": null,
"installed": false
},
{
"round": 2,
"seed": 7890,
"flow_ok": null,
"id_ok": null,
"installed": false
}
],
"installed_seed": 9012,
"automatic": "valid",
"human": null,
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},
"negative_scenarios/prompt_74.mp4": {
"taxonomy_id": 102,
"k": 74,
"polarity": "negative",
"label": 1,
"category": "Category 9 — Reflections & Screens",
"object": "Mirrored building",
"ood_context": "Glass tower reflecting the street, cars, and a signal",
"prompt_sentence": "The ego vehicle plans around the reflected red signal as if it were real, brakes and comes to a complete stop in the lane beside the tower, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.117,
"tail_flow": 0.015,
"peak_flow": 0.231,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
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"max_abs_heading": 6.11
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"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
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"installed": true
}
],
"installed_seed": 1234,
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},
"negative_scenarios/prompt_75.mp4": {
"taxonomy_id": 103,
"k": 75,
"polarity": "negative",
"label": 1,
"category": "Category 9 — Reflections & Screens",
"object": "Wet-road light image",
"ood_context": "Traffic-light colors mirrored on a rain-slicked road",
"prompt_sentence": "The ego vehicle reads the red streak on the wet asphalt as a red signal, brakes and comes to a complete stop before it, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.059,
"tail_flow": 0.021,
"peak_flow": 0.106,
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},
"id": {
"agree": true,
"reasons": [],
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"end_v": 0.12,
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},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
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"final": null
},
"negative_scenarios/prompt_76.mp4": {
"taxonomy_id": 104,
"k": 76,
"polarity": "negative",
"label": 1,
"category": "Category 9 — Reflections & Screens",
"object": "Mobile ad screen",
"ood_context": "LED ad truck playing video of roads/people",
"prompt_sentence": "The ego vehicle reacts to the on-screen pedestrians as if they were crossing in front of it, brakes hard and comes to a complete stop in the lane, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.02,
"tail_flow": 0.022,
"peak_flow": 0.036,
"prompt_video": null
},
"id": {
"agree": true,
"reasons": [],
"start_v": 0.12,
"end_v": 0.13,
"v_final": 0.28,
"max_abs_heading": 5.4
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_77.mp4": {
"taxonomy_id": 106,
"k": 77,
"polarity": "negative",
"label": 1,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Construction zone",
"ood_context": "Ramp-closure signs and cones marking a freeway work zone",
"prompt_sentence": "The ego vehicle continues driving at its full cruising speed past the closure signs and between the barrels into the work zone without slowing.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "moving",
"head_flow": 1.075,
"tail_flow": 0.833,
"peak_flow": 1.997,
"prompt_video": true
},
"id": {
"agree": true,
"reasons": [],
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"end_v": 24.44,
"v_final": 16.84,
"max_abs_heading": 6.79
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": true,
"id_ok": true,
"installed": true
}
],
"installed_seed": 1234,
"automatic": "valid",
"human": null,
"final": null
},
"negative_scenarios/prompt_78.mp4": {
"taxonomy_id": 107,
"k": 78,
"polarity": "negative",
"label": 1,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Railroad crossing",
"ood_context": "Crossing gate lowered, red lights flashing, train approaching",
"prompt_sentence": "The ego vehicle fails to detect the gate and lights and continues driving at its normal cruising speed toward the tracks without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "moving",
"head_flow": 0.223,
"tail_flow": 0.487,
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"prompt_video": true
},
"id": {
"agree": true,
"reasons": [],
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"v_final": 9.75,
"max_abs_heading": 8.19
},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": null,
"id_ok": false,
"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": true,
"id_ok": true,
"installed": true
}
],
"installed_seed": 5678,
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"final": null
},
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"taxonomy_id": 108,
"k": 79,
"polarity": "negative",
"label": 1,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Roundabout",
"ood_context": "Small parking-lot roundabout/planter",
"prompt_sentence": "The ego vehicle passes the exit again, slows down to a crawl, and keeps circling the planter in another loop.",
"expectation": {
"class": "decelerate",
"steer": false
},
"flow": {
"end_state": "moving",
"head_flow": 0.053,
"tail_flow": 0.353,
"peak_flow": 0.751,
"prompt_video": true
},
"id": {
"agree": false,
"reasons": [
"expected deceleration, end/start velocity=0.82"
],
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"v_final": 9.97,
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},
"attempts": [
{
"round": 1,
"seed": 1234,
"flow_ok": true,
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},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
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},
{
"round": 2,
"seed": 9012,
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},
{
"round": 2,
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},
{
"round": 2,
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],
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},
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"taxonomy_id": 109,
"k": 80,
"polarity": "negative",
"label": 1,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Thin barrier",
"ood_context": "Chain, gate, or thin cable strung across a driveway/road",
"prompt_sentence": "The ego vehicle fails to perceive the chain and continues driving at its normal speed toward it without slowing or stopping.",
"expectation": {
"class": "maintain",
"steer": false
},
"flow": {
"end_state": "ambiguous",
"head_flow": 0.093,
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},
"id": {
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"reasons": [
"expected ~constant speed, end/start velocity=0.42"
],
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},
"attempts": [
{
"round": 1,
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"installed": true
},
{
"round": 2,
"seed": 5678,
"flow_ok": null,
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},
{
"round": 2,
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"id_ok": null,
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},
{
"round": 2,
"seed": 3456,
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"installed": false
},
{
"round": 2,
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"installed": false
}
],
"installed_seed": 1234,
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},
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"taxonomy_id": 110,
"k": 81,
"polarity": "negative",
"label": 1,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Parked AV fleet",
"ood_context": "Cluster of AVs repositioning in a lot overnight",
"prompt_sentence": "The ego vehicle brakes and comes to a complete stop nose to nose with the vehicle pulling out, flashing its headlights repeatedly, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.084,
"tail_flow": 0.018,
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},
"id": {
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{
"round": 1,
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],
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},
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"taxonomy_id": 111,
"k": 82,
"polarity": "negative",
"label": 1,
"category": "Category 10 — Infrastructure, Rail & Operational Anomalies",
"object": "Blocked road",
"ood_context": "Double-parked car / dead-end alley with no clean exit",
"prompt_sentence": "The ego vehicle brakes and comes to a complete stop behind the double-parked van, blocking the street, and remains stationary.",
"expectation": {
"class": "stop",
"steer": false
},
"flow": {
"end_state": "unmeasurable",
"head_flow": 0.223,
"tail_flow": 0.014,
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},
"id": {
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{
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],
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}
},
"updated": "2026-09-15T21:31:37Z"
}