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[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [Quadruped-2(idle), UGV-2(idle), FW_UAV-1(idle), roof_panel, Intersection-4, Quadruped-6(idle), Intersection-5, Intersection-7, Intersection-10, Intersection-11, Humanoid-3(idle), Humanoid-2(idle), Humanoid-5(id...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260522_210517", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": "environment", "event_kind": "incident", "event_reason": "AREA_STRONG_WIND", "event_type": "co...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [address_speaker, Humanoid-4(idle), Quadruped-3(working), Quadruped-5(idle), Humanoid-1(idle), Intersection-4, Humanoid-2(idle), UGV-2(idle), UGV-3(idle), Intersection-7, Intersection-5, Intersection-10, UAV-4(i...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260523_020251", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": "environment", "event_kind": "incident", "event_reason": "PATH_CONGESTED_VEHICLE", "event_type...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [FW_UAV-6(idle), display_screen, Humanoid-4(idle), Humanoid-3(idle), Quadruped-5(idle), Intersection-4, Intersection-5, Intersection-7, Intersection-10, Intersection-11, FW_UAV-1(idle), UAV-2(idle), roof_panel, ...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan3000_asm50_nc4_promptstate_20260522_132738", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": null, "event_kind": null, "event_reason": null, "event_type": null, "goal_id": "g_7274", "...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [UAV-5(working), FW_UAV-5(idle), FW_UAV-2(idle), Quadruped-3(idle), cybertown, Humanoid-2(idle), pump_module, Intersection-4, Intersection-5, Intersection-7, surveillance_mast, Intersection-10, Intersection-11, ...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260523_020251", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": "target", "event_kind": "info", "event_reason": "NEW_HIGH_PRIORITY_TARGET_DISCOVERED", "event_...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [Quadruped-2(idle), UGV-2(idle), FW_UAV-1(idle), roof_panel, Intersection-4, Quadruped-6(idle), Intersection-5, Intersection-7, Intersection-10, Intersection-11, Humanoid-3(idle), Humanoid-2(idle), Humanoid-5(id...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260522_210517", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": "target", "event_kind": "incident", "event_reason": "TARGET_NOT_EXIST", "event_type": "target_...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [Quadruped-2(idle), UGV-2(idle), FW_UAV-1(idle), roof_panel, Intersection-4, Quadruped-6(idle), Intersection-5, Intersection-7, Intersection-10, Intersection-11, Humanoid-3(idle), Humanoid-2(idle), Humanoid-5(id...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260522_210517", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": null, "event_kind": null, "event_reason": null, "event_type": null, "goal_id": "g_8877", "...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [address_speaker, Humanoid-4(idle), Quadruped-3(idle), Quadruped-5(idle), Humanoid-1(idle), Intersection-4, Humanoid-2(idle), UGV-2(idle), UGV-3(idle), Intersection-7, Intersection-5, Intersection-10, UAV-4(idle...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260523_020251", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": "environment", "event_kind": "incident", "event_reason": "CRITICAL_PATH_BROKEN", "event_type":...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [FW_UAV-6(idle), display_screen, Humanoid-4(idle), Humanoid-3(idle), Quadruped-5(idle), Intersection-4, Intersection-5, Intersection-7, Intersection-10, Intersection-11, FW_UAV-1(idle), UAV-2(idle), roof_panel, ...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan3000_asm50_nc4_promptstate_20260522_132738", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": "environment", "event_kind": "incident", "event_reason": "AREA_STRONG_WIND", "event_type": "co...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [address_speaker, Humanoid-4(idle), Quadruped-3(idle), Quadruped-5(idle), Humanoid-1(idle), Intersection-4, Humanoid-2(idle), UGV-2(idle), UGV-3(idle), Intersection-7, Intersection-5, Intersection-10, UAV-4(idle...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260523_020251", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": null, "event_kind": null, "event_reason": null, "event_type": null, "goal_id": "g_4490", "...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [Quadruped-2(idle), UGV-2(idle), FW_UAV-1(idle), roof_panel, Intersection-4, Quadruped-6(idle), Intersection-5, Intersection-7, Intersection-10, Intersection-11, Humanoid-3(idle), Humanoid-2(idle), Humanoid-5(id...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260522_210517", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": "target", "event_kind": "incident", "event_reason": "TARGET_LOCATION_MISMATCH", "event_type": ...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [UAV-5(idle), FW_UAV-5(idle), FW_UAV-2(idle), Quadruped-3(idle), cybertown, Humanoid-2(idle), pump_module, Intersection-4, Intersection-5, Intersection-7, surveillance_mast, Intersection-10, Intersection-11, Qua...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260523_020251", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": null, "event_kind": null, "event_reason": null, "event_type": null, "goal_id": "g_17662", ...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [Quadruped-2(idle), UGV-2(idle), FW_UAV-1(idle), roof_panel, Intersection-4, Quadruped-6(idle), Intersection-5, Intersection-7, Intersection-10, Intersection-11, Humanoid-3(idle), Humanoid-2(idle), Humanoid-5(id...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260522_210517", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": "robot", "event_kind": "incident", "event_reason": "ROBOT_BATTERY_LOW", "event_type": "capabil...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [UGV-4(idle), Humanoid-2(idle), smart_trash_receptacle, wall_panel, UAV-3(idle), FW_UAV-1(idle), Quadruped-2(idle), display_screen, Intersection-4, Intersection-5, UAV-1(idle), Intersection-7, UAV-4(idle), UAV-5...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "initial5000_6task_qwen3_4b_20260525_161001", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": null, "event_kind": null, "event_reason": null, "event_type": null, "goal_id": "g_3774", "goal_t...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [UAV-5(idle), FW_UAV-5(idle), FW_UAV-2(idle), Quadruped-3(idle), cybertown, Humanoid-2(idle), pump_module, Intersection-4, Intersection-5, Intersection-7, surveillance_mast, Intersection-10, Intersection-11, Qua...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260523_020251", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": null, "event_kind": null, "event_reason": null, "event_type": null, "goal_id": "g_15850", ...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [Quadruped-2(idle), UGV-2(idle), FW_UAV-1(idle), roof_panel, Intersection-4, Quadruped-6(idle), Intersection-5, Intersection-7, Intersection-10, Intersection-11, Humanoid-3(idle), Humanoid-2(idle), Humanoid-5(id...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260522_210517", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": null, "event_kind": null, "event_reason": null, "event_type": null, "goal_id": "g_6946", "...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [Quadruped-2(idle), UGV-2(idle), FW_UAV-1(idle), roof_panel, Intersection-4, Quadruped-6(idle), Intersection-5, Intersection-7, Intersection-10, Intersection-11, Humanoid-3(idle), Humanoid-2(idle), Humanoid-5(id...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260522_210517", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": null, "event_kind": null, "event_reason": null, "event_type": null, "goal_id": "g_1008", "...
[ { "content": "## Master Context ##\n### 1. Environment Model\nEnvironment observation:\nKnown Nodes: [Quadruped-6(idle), Humanoid-5(idle), UAV-4(idle), address_speaker, foundation_base, UGV-4(idle), Humanoid-3(idle), Intersection-4, Intersection-5, Intersection-7, Intersection-10, UGV-2(idle), Intersection-11, ...
cybertown
planning
{ "ground_truth": "", "style": "custom" }
{ "batch": "replan5000_asm50_nc4_promptstate_20260523_020251", "combined_dataset": "train6_val10_initial30_replan70_val15_20260528", "data_tag": "mixed_initial_replan_prompt_state_v1_20260526", "event_category": "environment", "event_kind": "incident", "event_reason": "PATH_CONGESTED_CROWD", "event_type":...
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Qwen3-0.6B-cybertown-RLVR-data

This dataset contains Cybertown RLVR training and validation data used for WindyLab/Qwen3-0.6B-cybertown-RLVR.

Files

  • train.parquet: RLVR training split.
  • val.parquet: RLVR validation split.
  • manifest.json: dataset construction metadata.
  • states.index.json: index mapping state ids to sharded state records.
  • states.shards.manifest.json: state shard metadata.
  • states/: sharded replan state records.

The legacy monolithic states.jsonl is intentionally not included to avoid duplicating the sharded state records.

Train Split

The train split contains 9,633 examples and only includes 6 task types.

By Goal Type

train goal_type count ratio in train
assembly 3917 40.7%
transport 2522 26.2%
emergency_response 1727 17.9%
guidance 592 6.1%
traffic_enforcement 491 5.1%
target_following 384 4.0%

By Initial/Replan Source

source count ratio
initial 2890 30.0%
replan 6743 70.0%

Validation Split

The validation split contains 1,700 examples across 10 task types, with 170 examples per task type. Each task type has 51 initial examples and 119 replan examples.

val goal_type count
area_search 170
assembly 170
emergency_response 170
evidence_collection 170
guidance 170
patrol 170
target_following 170
traffic_enforcement 170
transport 170
verbal_broadcast 170
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Models trained or fine-tuned on WindyLab/Qwen3-0.6B-cybertown-RLVR-data