AndroidFlux
Collection
Evaluating and Reward Modeling Failure Recovery Capabilities in Mobile-Use Multimodal Agents • 8 items • Updated
schema_version stringclasses 1
value | sample_id stringlengths 32 32 | pair_id stringlengths 24 24 | trajectory_id stringlengths 24 24 | candidate_role stringclasses 1
value | preference stringclasses 0
values | preference_label int64 | preference_token stringclasses 0
values | source_dataset stringclasses 1
value | source_repo stringclasses 1
value | source_config stringclasses 1
value | source_sample_id stringlengths 24 24 | in_reduced bool 1
class | sampling_category stringclasses 1
value | annotation_source stringclasses 1
value | goal stringlengths 13 983 | task stringclasses 74
values | source_model stringclasses 10
values | source_trajectory_path stringlengths 76 129 | trajectory_outcome stringclasses 1
value | context_last_step_idx int64 0 40 | generation_step_idx int64 1 41 | first_error_step_idx int64 | first_error_type stringclasses 0
values | context_last_action_status stringclasses 1
value | context_last_execution_status stringclasses 1
value | recorded_next_action_status stringclasses 1
value | recorded_next_execution_status stringclasses 1
value | messages_json stringlengths 5.42k 7.25k | qwen_history_entries_json stringlengths 24 3.07k | qwen_history_text stringlengths 26 1.16k | system_prompt stringclasses 1
value | user_content stringlengths 149 1.98k | candidate_raw_response stringclasses 0
values | candidate_action_text stringclasses 0
values | candidate_parsed_action_json stringclasses 0
values | rm_judge_prompt stringclasses 1
value | image_ids listlengths 1 1 | n_images int64 1 1 | policy_image_id stringlengths 64 64 | screen_width int32 1k 1k | screen_height int32 1k 1k | context_json stringlengths 512 25.3k | qwen_history_entries_raw_json stringlengths 24 4.04k | screen_image_ids listlengths 2 42 | rm_image_ids listlengths 2 5 | reference_action_type stringclasses 11
values | reference_action_json stringlengths 18 179 | reference_action_source stringclasses 2
values | reference_action_semantics stringclasses 1
value | reference_action_coordinate_space stringclasses 1
value | reference_action_available bool 1
class | history_summary_complete bool 1
class | is_next_terminate bool 2
classes | goal_matches_source_trajectory bool 2
classes | is_verify_task bool 2
classes |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
android_flux_checkpoint_rl_rm_layout_v2 | ab3adc0fd93b2fd1aed2a248024a277e | 43bb4ddc0b428e11355a9386 | 43bb4ddc0b428e11355a9386 | prompt | null | null | null | androidflux_source_trajectories | Gyubeum/AndroidFlux_RL_Train | successful | 43bb4ddc0b428e11355a9386 | false | successful | environment_task_success | Pause the stopwatch. | ClockStopWatchPausedVerify | guiowl15_32b | /home/glim/data/datagen_traj_all/guiowl15_32b/ClockStopWatchPausedVerify_0/episode_steps.jsonl | Correct | 0 | 1 | null | null | unknown | unknown | unknown | unknown | [{"content": "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"mobile_use\", \"description\": \"Use a touchscreen to interact with a mobile device, ... | ["Swipe up from the bottom of the screen to access the app drawer."] | Step 1: Swipe up from the bottom of the screen to access the app drawer.; |
# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "mobile_use", "description": "Use a touchscreen to interact with a mobile device, and take screenshots.\n* This is an... | The user query: Pause the stopwatch..
Task progress (You have done the following operation on the current device): Step 1: Swipe up from the bottom of the screen to access the app drawer.; .
<image> | null | null | null | Was the agent's action above correct given the current screen state? Answer with exactly one token: <|+|> for correct, <|-|> for wrong. | [
"733429e045ab8c0119575010745bb51565913d9bdf227db879dbf9404dd4a99c"
] | 1 | 733429e045ab8c0119575010745bb51565913d9bdf227db879dbf9404dd4a99c | 1,000 | 1,000 | [{"after_image_id": "733429e045ab8c0119575010745bb51565913d9bdf227db879dbf9404dd4a99c", "before_image_id": "ce008383b60af62b549f2037b842f066ac4625f77f9bd8c03e6f4d0e23658c4a", "context_position": 0, "has_image": true, "history_entry": "Swipe up from the bottom of the screen to access the app drawer.", "history_entry_raw... | ["{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"swipe\", \"coordinate\": [511, 744], \"coordinate2\": [505, 323]}}"] | [
"ce008383b60af62b549f2037b842f066ac4625f77f9bd8c03e6f4d0e23658c4a",
"733429e045ab8c0119575010745bb51565913d9bdf227db879dbf9404dd4a99c"
] | [
"ce008383b60af62b549f2037b842f066ac4625f77f9bd8c03e6f4d0e23658c4a",
"733429e045ab8c0119575010745bb51565913d9bdf227db879dbf9404dd4a99c"
] | click | {"arguments": {"action": "click", "coordinate": [175, 1491]}, "name": "mobile_use"} | action_converted | recorded_source_policy_action_not_verified_ground_truth | source_native_not_normalized | true | true | false | true | true |
android_flux_checkpoint_rl_rm_layout_v2 | 939a7ccdebf61a721699166217f951bf | e63fc77a63a4f5966367081a | e63fc77a63a4f5966367081a | prompt | null | null | null | androidflux_source_trajectories | Gyubeum/AndroidFlux_RL_Train | successful | e63fc77a63a4f5966367081a | false | successful | environment_task_success | Turn bluetooth off. | SystemBluetoothTurnOff | guiowl15_2b | /home/glim/data/datagen_traj_all/guiowl15_2b/SystemBluetoothTurnOff_5_1/episode_steps.jsonl | Correct | 3 | 4 | null | null | unknown | unknown | unknown | unknown | [{"content": "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"mobile_use\", \"description\": \"Use a touchscreen to interact with a mobile device, ... | ["Click on the Settings app icon.", "Click on \"Connected devices\".", "Click on \"Connection preferences.", "Click on the \"Bluetooth\" option."] | Step 1: Click on the Settings app icon.; Step 2: Click on Connected devices.; Step 3: Click on Connection preferences.; Step 4: Click on the Bluetooth option.; |
# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "mobile_use", "description": "Use a touchscreen to interact with a mobile device, and take screenshots.\n* This is an... | The user query: Turn bluetooth off..
Task progress (You have done the following operation on the current device): Step 1: Click on the Settings app icon.; Step 2: Click on Connected devices.; Step 3: Click on Connection preferences.; Step 4: Click on the Bluetooth option.; .
<image> | null | null | null | Was the agent's action above correct given the current screen state? Answer with exactly one token: <|+|> for correct, <|-|> for wrong. | [
"082450a199b97228c15dadff13dcbc7fb3d5326ebf0f01f118550466f4f78356"
] | 1 | 082450a199b97228c15dadff13dcbc7fb3d5326ebf0f01f118550466f4f78356 | 1,000 | 1,000 | [{"after_image_id": "8702dcc0838951f1d1fe04c0f54cbf647bc3d143a1b259a13d0c72c5240b5ef9", "before_image_id": "09102b6037b39113507dffa79f06befd2b46da826eb65dacded7b55abb657f17", "context_position": 0, "has_image": true, "history_entry": "Click on the Settings app icon.", "history_entry_raw": "{\"name\": \"mobile_use\", \"... | ["{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [858, 826]}}", "{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [356, 441]}}", "{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [282, 453]}}", "{\"name\": \"mobile_use\... | [
"09102b6037b39113507dffa79f06befd2b46da826eb65dacded7b55abb657f17",
"8702dcc0838951f1d1fe04c0f54cbf647bc3d143a1b259a13d0c72c5240b5ef9",
"c9cd58998225248937a6ca8c6f7c095b4adc6547c7c7a0e22a199dacdf1a9813",
"a2f7e6baf96a7fad84250e4b50e54ea55bbf7a4d97ee08d199711a82ceffaf39",
"082450a199b97228c15dadff13dcbc7fb3d... | [
"09102b6037b39113507dffa79f06befd2b46da826eb65dacded7b55abb657f17",
"8702dcc0838951f1d1fe04c0f54cbf647bc3d143a1b259a13d0c72c5240b5ef9",
"c9cd58998225248937a6ca8c6f7c095b4adc6547c7c7a0e22a199dacdf1a9813",
"a2f7e6baf96a7fad84250e4b50e54ea55bbf7a4d97ee08d199711a82ceffaf39",
"082450a199b97228c15dadff13dcbc7fb3d... | click | {"arguments": {"action": "click", "coordinate": [914, 735]}, "name": "mobile_use"} | action_converted | recorded_source_policy_action_not_verified_ground_truth | source_native_not_normalized | true | true | false | true | false |
android_flux_checkpoint_rl_rm_layout_v2 | 433b9bc63763b6f8a6cccc486933e84a | 53574a4538327ffb02495faf | 53574a4538327ffb02495faf | prompt | null | null | null | androidflux_source_trajectories | Gyubeum/AndroidFlux_RL_Train | successful | 53574a4538327ffb02495faf | false | successful | environment_task_success | Add the following expenses into the pro expense:
name|amount_dollars|category_name|note
New Jacket|$116.76|Clothes|I may repeat this | ExpenseAddSingle | mai_ui_8b | /home/glim/data/datagen_traj_all/mai_ui_8b/ExpenseAddSingle_13/episode_steps.jsonl | Correct | 4 | 5 | null | null | unknown | unknown | unknown | unknown | [{"content": "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"mobile_use\", \"description\": \"Use a touchscreen to interact with a mobile device, ... | ["Swipe up on the screen.", "Swipe up on the screen.", "Tap the selected location on the screen.", "Tap the selected location on the screen.", "Enter the text “New Jacket”."] | Step 1: Swipe up on the screen.; Step 2: Swipe up on the screen.; Step 3: Tap the selected location on the screen.; Step 4: Tap the selected location on the screen.; Step 5: Enter the text “New Jacket”.; |
# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "mobile_use", "description": "Use a touchscreen to interact with a mobile device, and take screenshots.\n* This is an... | The user query: Add the following expenses into the pro expense:
name|amount_dollars|category_name|note
New Jacket|$116.76|Clothes|I may repeat this.
Task progress (You have done the following operation on the current device): Step 1: Swipe up on the screen.; Step 2: Swipe up on the screen.; Step 3: Tap the selected lo... | null | null | null | Was the agent's action above correct given the current screen state? Answer with exactly one token: <|+|> for correct, <|-|> for wrong. | [
"7a82ab20ae66f32c392c59493b2fbd52b6829f4f71d1d3c12b89c715c59569d1"
] | 1 | 7a82ab20ae66f32c392c59493b2fbd52b6829f4f71d1d3c12b89c715c59569d1 | 1,000 | 1,000 | [{"after_image_id": "1ca8c8f5a29b2eb9b30c5cbe6d19fffbcfb5c3513a245262619c6549a602d577", "before_image_id": "86ed3819ffdb82a3eb33c12977e0ac32f183483ff7bac54aff08b35c333a0afd", "context_position": 0, "has_image": true, "history_entry": "Swipe up on the screen.", "history_entry_raw": "{\"action\": \"swipe\", \"start_coord... | ["{\"action\": \"swipe\", \"start_coordinate\": [0.4994994994994995, 0.7427427427427428], \"end_coordinate\": [0.4994994994994995, 0.2822822822822823]}", "{\"action\": \"swipe\", \"start_coordinate\": [0.4994994994994995, 0.8218218218218218], \"end_coordinate\": [0.4994994994994995, 0.37237237237237236]}", "{\"action\"... | [
"86ed3819ffdb82a3eb33c12977e0ac32f183483ff7bac54aff08b35c333a0afd",
"1ca8c8f5a29b2eb9b30c5cbe6d19fffbcfb5c3513a245262619c6549a602d577",
"8a904874694ba04d3599e2c4713c501556206ab69a5a3fdca2871682a8cb0617",
"82792a372d7a130501394b2a6a6d8f64dc2524ec3ac16cf63dd70ea46f67c2e6",
"4920017c20c5b64bf326d8281db872f0c41... | [
"1ca8c8f5a29b2eb9b30c5cbe6d19fffbcfb5c3513a245262619c6549a602d577",
"8a904874694ba04d3599e2c4713c501556206ab69a5a3fdca2871682a8cb0617",
"82792a372d7a130501394b2a6a6d8f64dc2524ec3ac16cf63dd70ea46f67c2e6",
"4920017c20c5b64bf326d8281db872f0c411a5bd9afa18bcdcbd95b65791fd71",
"7a82ab20ae66f32c392c59493b2fbd52b68... | type | {"arguments": {"action": "type", "text": "116.76"}, "name": "mobile_use"} | parsed_action | recorded_source_policy_action_not_verified_ground_truth | source_native_not_normalized | true | true | false | true | false |
android_flux_checkpoint_rl_rm_layout_v2 | 811519d6ac0eb61b2fb4068843499821 | 97d49ae4c88dfb1f9e2c4720 | 97d49ae4c88dfb1f9e2c4720 | prompt | null | null | null | androidflux_source_trajectories | Gyubeum/AndroidFlux_RL_Train | successful | 97d49ae4c88dfb1f9e2c4720 | false | successful | environment_task_success | In Simple Calendar Pro, create a recurring calendar event titled 'Workshop on Budget Planning' starting on 2023-10-21 at 16h. The event recurs daily, forever, and lasts for 60 minutes each occurrence. The event description should be 'We will discuss team roles. Please bring relevant documents.'. | SimpleCalendarAddRepeatingEvent | ma3_7b | /home/glim/data/datagen_traj_all/ma3_7b/In_Simple_Calendar_Pro_create_a_recurring_calenda_2_1/episode_steps.jsonl | Correct | 4 | 5 | null | null | unknown | unknown | unknown | unknown | [{"content": "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"mobile_use\", \"description\": \"Use a touchscreen to interact with a mobile device, ... | ["Open the Simple Calendar Pro app using the `open_app` action.", "Click the plus button at the bottom right corner.", "Click on the 'Event' button.", "Type 'Workshop on Budget Planning' into the currently active title input box.", "Click on the start date field."] | Step 1: Open the Simple Calendar Pro app using the `open_app` action.; Step 2: Click the plus button at the bottom right corner.; Step 3: Click on the 'Event' button.; Step 4: Type 'Workshop on Budget Planning' into the currently active title input box.; Step 5: Click on the start date field.; |
# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "mobile_use", "description": "Use a touchscreen to interact with a mobile device, and take screenshots.\n* This is an... | The user query: In Simple Calendar Pro, create a recurring calendar event titled 'Workshop on Budget Planning' starting on 2023-10-21 at 16h. The event recurs daily, forever, and lasts for 60 minutes each occurrence. The event description should be 'We will discuss team roles. Please bring relevant documents.'..
Task p... | null | null | null | Was the agent's action above correct given the current screen state? Answer with exactly one token: <|+|> for correct, <|-|> for wrong. | [
"321368c838ab9606b2f313aeae09b89c9aff2926246d6de22b2ea0f65584f58c"
] | 1 | 321368c838ab9606b2f313aeae09b89c9aff2926246d6de22b2ea0f65584f58c | 1,000 | 1,000 | [{"after_image_id": "ccf70bb9695facdb098fe67021c780616ee3759653c416243b252cf6e91d1d66", "before_image_id": "a3e0e6c98f231e87f27e59cea01aa5879c80f29eb3aa1449f24325e4ab0ff989", "context_position": 0, "has_image": true, "history_entry": "Open the Simple Calendar Pro app using the `open_app` action.", "history_entry_raw": ... | ["Open the Simple Calendar Pro app using the `open_app` action.", "Click the plus button at the bottom right corner.", "Click on the 'Event' button.", "Type 'Workshop on Budget Planning' into the currently active title input box.", "Click on the start date field."] | [
"a3e0e6c98f231e87f27e59cea01aa5879c80f29eb3aa1449f24325e4ab0ff989",
"ccf70bb9695facdb098fe67021c780616ee3759653c416243b252cf6e91d1d66",
"3231d573bb5f73db681bd1fdd4d0734a778dc6cd716ff5f928d0fa69ac63c7e9",
"9fa86dd590dfa4bbf9719bf91cf4f2579fb992f0ad5f5a71fd83b93dc9fd6e7e",
"6407f36b3cc73a984a753d6bf600ae6648e... | [
"ccf70bb9695facdb098fe67021c780616ee3759653c416243b252cf6e91d1d66",
"3231d573bb5f73db681bd1fdd4d0734a778dc6cd716ff5f928d0fa69ac63c7e9",
"9fa86dd590dfa4bbf9719bf91cf4f2579fb992f0ad5f5a71fd83b93dc9fd6e7e",
"6407f36b3cc73a984a753d6bf600ae6648e7a3771289272833021c5e27af1ac0",
"321368c838ab9606b2f313aeae09b89c9af... | click | {"action": "click", "coordinate": [846, 1349]} | action_converted | recorded_source_policy_action_not_verified_ground_truth | source_native_not_normalized | true | true | false | true | false |
android_flux_checkpoint_rl_rm_layout_v2 | 623a218877c56e4606bb0966bbbedbec | 9bebdcdfce3e5601e565ee26 | 9bebdcdfce3e5601e565ee26 | prompt | null | null | null | androidflux_source_trajectories | Gyubeum/AndroidFlux_RL_Train | successful | 9bebdcdfce3e5601e565ee26 | false | successful | environment_task_success | Add the following expenses into the pro expense:
Expense: Health Insurance
amount_dollars: $354.46
category_name: Health Care
note: A need
| ExpenseAddSingle | gui_owl_7b | /home/glim/data/datagen_traj_all/gui_owl_7b/ExpenseAddSingle_6/episode_steps.jsonl | Correct | 1 | 2 | null | null | unknown | unknown | unknown | unknown | [{"content": "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"mobile_use\", \"description\": \"Use a touchscreen to interact with a mobile device, ... | ["I swiped up to open the app drawer to locate the Pro Expense app.", "I tapped on the Pro Expense app icon to open it."] | Step 1: I swiped up to open the app drawer to locate the Pro Expense app.; Step 2: I tapped on the Pro Expense app icon to open it.; |
# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "mobile_use", "description": "Use a touchscreen to interact with a mobile device, and take screenshots.\n* This is an... | The user query: Add the following expenses into the pro expense:
Expense: Health Insurance
amount_dollars: $354.46
category_name: Health Care
note: A need
.
Task progress (You have done the following operation on the current device): Step 1: I swiped up to open the app drawer to locate the Pro Expense app.; Step 2: ... | null | null | null | Was the agent's action above correct given the current screen state? Answer with exactly one token: <|+|> for correct, <|-|> for wrong. | [
"c520df255456ad580ba0ec44494fd43a343b648a663f124910fbd203ea46f3bf"
] | 1 | c520df255456ad580ba0ec44494fd43a343b648a663f124910fbd203ea46f3bf | 1,000 | 1,000 | [{"after_image_id": "c520df255456ad580ba0ec44494fd43a343b648a663f124910fbd203ea46f3bf", "before_image_id": "0618daad191a3e362b000be004c6157efc6e073c5fbbbbfe1e488b08d7221328", "context_position": 0, "has_image": true, "history_entry": "I swiped up to open the app drawer to locate the Pro Expense app.", "history_entry_ra... | ["\"I swiped up to open the app drawer to locate the Pro Expense app.\"", "\"I tapped on the Pro Expense app icon to open it.\""] | [
"0618daad191a3e362b000be004c6157efc6e073c5fbbbbfe1e488b08d7221328",
"c520df255456ad580ba0ec44494fd43a343b648a663f124910fbd203ea46f3bf",
"c520df255456ad580ba0ec44494fd43a343b648a663f124910fbd203ea46f3bf"
] | [
"0618daad191a3e362b000be004c6157efc6e073c5fbbbbfe1e488b08d7221328",
"c520df255456ad580ba0ec44494fd43a343b648a663f124910fbd203ea46f3bf",
"c520df255456ad580ba0ec44494fd43a343b648a663f124910fbd203ea46f3bf"
] | swipe | {"arguments": {"action": "swipe", "coordinate": [540, 1863], "coordinate2": [531, 856]}, "name": "mobile_use"} | action_converted | recorded_source_policy_action_not_verified_ground_truth | source_native_not_normalized | true | true | false | false | false |
android_flux_checkpoint_rl_rm_layout_v2 | 8b38d4d40a15fa3566698b09998ded3c | b9dce003faa13e6f75cfb9f5 | b9dce003faa13e6f75cfb9f5 | prompt | null | null | null | androidflux_source_trajectories | Gyubeum/AndroidFlux_RL_Train | successful | b9dce003faa13e6f75cfb9f5 | false | successful | environment_task_success | In Simple Calendar Pro, create a calendar event in two weeks from today at 19h with the title 'Catch up on Campaign' and the description 'We will discuss annual budget.'. The event should last for 15 mins. | SimpleCalendarAddOneEventInTwoWeeks | guiowl15_8b | /home/glim/data/datagen_traj_all/guiowl15_8b/SimpleCalendarAddOneEventInTwoWeeks_0_3/episode_steps.jsonl | Correct | 14 | 15 | null | null | unknown | unknown | unknown | unknown | [{"content": "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"mobile_use\", \"description\": \"Use a touchscreen to interact with a mobile device, ... | ["Swipe up from the bottom of the screen to access the app drawer.", "Click on the Calendar app icon.", "Click the blue button with the white plus sign at the bottom right.", "Click on the date \"29\" in the calendar.", "Click on the date \"29\".", "Click the blue button with the white plus sign at the bottom right.", ... | Step 6: Click the blue button with the white plus sign at the bottom right.; Step 7: Click the Event button.; Step 8: Type Catch up on Campaign; Step 9: Click on the time field showing 16:00.; Step 10: Click on the number 19 in the time picker.; Step 11: Click the OK button.; Step 12: Click on the 19:00 time next to th... |
# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "mobile_use", "description": "Use a touchscreen to interact with a mobile device, and take screenshots.\n* This is an... | The user query: In Simple Calendar Pro, create a calendar event in two weeks from today at 19h with the title 'Catch up on Campaign' and the description 'We will discuss annual budget.'. The event should last for 15 mins..
Task progress (You have done the following operation on the current device): Step 6: Click the bl... | null | null | null | Was the agent's action above correct given the current screen state? Answer with exactly one token: <|+|> for correct, <|-|> for wrong. | [
"2f35a889bcc9d3bf35faa48b72bfc98a13da8fc5d739158ea5177ea619be001c"
] | 1 | 2f35a889bcc9d3bf35faa48b72bfc98a13da8fc5d739158ea5177ea619be001c | 1,000 | 1,000 | [{"after_image_id": "73a0d1d99c8c47b7a7d47c0f211362ae2b46f065bb3973686f80d1585c4bab65", "before_image_id": "dcfb591395d9d111eab71aa6024403f97d78d91112c66e7efab1d46eb3e0e005", "context_position": 0, "has_image": true, "history_entry": "Swipe up from the bottom of the screen to access the app drawer.", "history_entry_raw... | ["{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"swipe\", \"coordinate\": [513, 790], \"coordinate2\": [503, 331]}}", "{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [165, 472]}}", "{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [916, 933]}... | [
"dcfb591395d9d111eab71aa6024403f97d78d91112c66e7efab1d46eb3e0e005",
"73a0d1d99c8c47b7a7d47c0f211362ae2b46f065bb3973686f80d1585c4bab65",
"2b8769e28a1a9d3474b8d865069600e294297396adbbcf315b18ce7f4b5ccd9a",
"2146f20396de8f4ecb3faa1020cbbb9817657bb024df5771727b553f3f93e1bd",
"b7bef18235cd5f34b1b8cddab67aec00a1f... | [
"d184999200de536e66ad254ae9fa0f6ec610e6a0838e2942e822ee70de5848bd",
"3c431d28ab4341ee36c45b93454ea5c343fe222b871fa109f3022d1b1d9b5ef5",
"1d1242ab8de759fa383f2ec0ce60083ccd3f304937f36d65df837bae23835a4a",
"b1e3c7d69a38d6c3c1781704b8723dcf0251d0b1291614d271da6cb5721d5af1",
"2f35a889bcc9d3bf35faa48b72bfc98a13d... | click | {"arguments": {"action": "click", "coordinate": [540, 694]}, "name": "mobile_use"} | action_converted | recorded_source_policy_action_not_verified_ground_truth | source_native_not_normalized | true | true | false | true | false |
android_flux_checkpoint_rl_rm_layout_v2 | ee8e16a3fc8232f4726e74de0ae34a1c | 980e3bb9320373eb117a2c4f | 980e3bb9320373eb117a2c4f | prompt | null | null | null | androidflux_source_trajectories | Gyubeum/AndroidFlux_RL_Train | successful | 980e3bb9320373eb117a2c4f | false | successful | environment_task_success | In Simple Calendar Pro, create a recurring calendar event titled 'Call with Bob' starting on 2023-10-28 at 13h. The event recurs weekly, forever, and lasts for 30 minutes each occurrence. The event description should be 'We will strategize about marketing strategies.'. | SimpleCalendarAddRepeatingEvent | qwen3vl_8b | /home/glim/data/datagen_traj_all/qwen3vl_8b/In_Simple_Calendar_Pro_create_a_recurring_calenda_12/episode_steps.jsonl | Correct | 6 | 7 | null | null | unknown | unknown | unknown | unknown | [{"content": "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"mobile_use\", \"description\": \"Use a touchscreen to interact with a mobile device, ... | ["Open the Simple Calendar Pro app.", "Click the '+' button at the bottom right corner to start creating a new event.", "Click on October 28th in the calendar to select it as the start date for the event.", "Click the '+' button at the bottom right corner to start creating a new event.", "Click the 'Event' button at th... | Step 1: Open the Simple Calendar Pro app.; Step 2: Click the '+' button at the bottom right corner to start creating a new event.; Step 3: Click on October 28th in the calendar to select it as the start date for the event.; Step 4: Click the '+' button at the bottom right corner to start creating a new event.; Step 5: ... |
# Tools
You may call one or more functions to assist with the user query.
You are provided with function signatures within <tools></tools> XML tags:
<tools>
{"type": "function", "function": {"name": "mobile_use", "description": "Use a touchscreen to interact with a mobile device, and take screenshots.\n* This is an... | The user query: In Simple Calendar Pro, create a recurring calendar event titled 'Call with Bob' starting on 2023-10-28 at 13h. The event recurs weekly, forever, and lasts for 30 minutes each occurrence. The event description should be 'We will strategize about marketing strategies.'..
Task progress (You have done the ... | null | null | null | Was the agent's action above correct given the current screen state? Answer with exactly one token: <|+|> for correct, <|-|> for wrong. | [
"6f8d46a07bb1472203e49f9ed18c428a7ed8599f16682278058900ebc227b569"
] | 1 | 6f8d46a07bb1472203e49f9ed18c428a7ed8599f16682278058900ebc227b569 | 1,000 | 1,000 | [{"after_image_id": "a774065b17c590c22c2e693d594b6176d9cb26fbc7ccb0112a26f31c26ee9753", "before_image_id": "d9ce0b967b7e885845ec7f5f4bc16a50548fc27830f01da2078b01a8a863e15c", "context_position": 0, "has_image": true, "history_entry": "Open the Simple Calendar Pro app.", "history_entry_raw": "Open the Simple Calendar Pr... | ["Open the Simple Calendar Pro app.", "Click the '+' button at the bottom right corner to start creating a new event.", "Click on October 28th in the calendar to select it as the start date for the event.", "Click the '+' button at the bottom right corner to start creating a new event.", "Click the 'Event' button at th... | [
"d9ce0b967b7e885845ec7f5f4bc16a50548fc27830f01da2078b01a8a863e15c",
"a774065b17c590c22c2e693d594b6176d9cb26fbc7ccb0112a26f31c26ee9753",
"c1ff81616793087962e9f426beb5f1da6867ee51e8aa6014eb80522963db0991",
"a774065b17c590c22c2e693d594b6176d9cb26fbc7ccb0112a26f31c26ee9753",
"c1ff81616793087962e9f426beb5f1da686... | [
"a774065b17c590c22c2e693d594b6176d9cb26fbc7ccb0112a26f31c26ee9753",
"c1ff81616793087962e9f426beb5f1da6867ee51e8aa6014eb80522963db0991",
"8b4836327d3d6a2ce30c50006c6b279c924fe211b21f173ec8d582b24a2756ab",
"f29ecef56adf517230429d83ba74c10d3ff4eabc8e365b66f37eab8a984728db",
"6f8d46a07bb1472203e49f9ed18c428a7ed... | click | {"arguments": {"action": "click", "coordinate": [788, 608]}, "name": "mobile_use"} | parsed_action | recorded_source_policy_action_not_verified_ground_truth | source_native_not_normalized | true | true | false | true | false |
android_flux_checkpoint_rl_rm_layout_v2 | 420cca47ae8dcce24f02b5c75616d97e | b50f3911f8c73264bb124eb8 | b50f3911f8c73264bb124eb8 | prompt | null | null | null | androidflux_source_trajectories | Gyubeum/AndroidFlux_RL_Train | successful | b50f3911f8c73264bb124eb8 | false | successful | environment_task_success | "Add the following recipes into the Broccoli app:\ntitle|description|servings|preparationTime|ingred(...TRUNCATED) | RecipeAddMultipleRecipes | guiowl15_32b | /home/glim/data/datagen_traj_all/guiowl15_32b/RecipeAddMultipleRecipes_0/episode_steps.jsonl | Correct | 35 | 36 | null | null | unknown | unknown | unknown | unknown | "[{\"content\": \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user quer(...TRUNCATED) | "[\"Swipe up from the bottom of the screen to access the app drawer.\", \"Click on the \\\"Broccoli\(...TRUNCATED) | "Step 27: Type 4 hrs into the Time input field.; Step 28: Type 4 hrs into the Time field.; Step 29: (...TRUNCATED) | "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provide(...TRUNCATED) | "The user query: Add the following recipes into the Broccoli app:\ntitle|description|servings|prepar(...TRUNCATED) | null | null | null | "Was the agent's action above correct given the current screen state? Answer with exactly one token:(...TRUNCATED) | [
"d8186ac7515c132f9f4db941ee044de98deb5146964438ad64d44324e8e68f8f"
] | 1 | d8186ac7515c132f9f4db941ee044de98deb5146964438ad64d44324e8e68f8f | 1,000 | 1,000 | "[{\"after_image_id\": \"0bc81e0d518fcbc9d1df809a02bae31c0573455e0cb504cf0532a5025117763b\", \"befor(...TRUNCATED) | "[\"{\\\"name\\\": \\\"mobile_use\\\", \\\"arguments\\\": {\\\"action\\\": \\\"swipe\\\", \\\"coordi(...TRUNCATED) | ["ce008383b60af62b549f2037b842f066ac4625f77f9bd8c03e6f4d0e23658c4a","0bc81e0d518fcbc9d1df809a02bae31(...TRUNCATED) | ["97676c6a42929775ee9d78fc3002517844bc0c073795615e33ff07baf9902689","9fd6fd5ef440b5027d8e98d5dbe78ad(...TRUNCATED) | type | "{\"arguments\": {\"action\": \"type\", \"text\": \"A quick and easy meal, perfect for busy weekdays(...TRUNCATED) | action_converted | recorded_source_policy_action_not_verified_ground_truth | source_native_not_normalized | true | true | false | true | false |
android_flux_checkpoint_rl_rm_layout_v2 | cc73577213c1502d92c02a764a57c591 | 836f35afdae7d435ba0f1db7 | 836f35afdae7d435ba0f1db7 | prompt | null | null | null | androidflux_source_trajectories | Gyubeum/AndroidFlux_RL_Train | successful | 836f35afdae7d435ba0f1db7 | false | successful | environment_task_success | "In Simple Calendar Pro, create a calendar event on 2023-10-30 at 13h with the title 'Call with Mark(...TRUNCATED) | SimpleCalendarAddOneEvent | qwen3vl_4b | "/home/glim/data/datagen_traj_all/qwen3vl_4b/In_Simple_Calendar_Pro_create_a_calendar_event_on_1_2/e(...TRUNCATED) | Correct | 5 | 6 | null | null | unknown | unknown | unknown | unknown | "[{\"content\": \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user quer(...TRUNCATED) | "[\"Open the Simple Calendar Pro app.\", \"Click the '+' button at the bottom right corner to start (...TRUNCATED) | "Step 1: Open the Simple Calendar Pro app.; Step 2: Click the '+' button at the bottom right corner (...TRUNCATED) | "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provide(...TRUNCATED) | "The user query: In Simple Calendar Pro, create a calendar event on 2023-10-30 at 13h with the title(...TRUNCATED) | null | null | null | "Was the agent's action above correct given the current screen state? Answer with exactly one token:(...TRUNCATED) | [
"2440bc98ca64dd99c53505ac89b3539fd914cc42f86c857464b7e0e6902f6a2e"
] | 1 | 2440bc98ca64dd99c53505ac89b3539fd914cc42f86c857464b7e0e6902f6a2e | 1,000 | 1,000 | "[{\"after_image_id\": \"db83013236cdd2fd4891ecb26e15947944e25c42670a85df51666cd16753e8de\", \"befor(...TRUNCATED) | "[\"Open the Simple Calendar Pro app.\", \"Click the '+' button at the bottom right corner to start (...TRUNCATED) | ["f08d83bdc32646f44d951d700a3c1ff5e443811d9e1fa80d4b70aabf996d16ca","db83013236cdd2fd4891ecb26e15947(...TRUNCATED) | ["2774b3aa27c378d515b2c4073b27fcab8ab6f90c128cf58d752c7e9ac4dc246d","db83013236cdd2fd4891ecb26e15947(...TRUNCATED) | click | {"arguments": {"action": "click", "coordinate": [289, 411]}, "name": "mobile_use"} | parsed_action | recorded_source_policy_action_not_verified_ground_truth | source_native_not_normalized | true | true | false | true | false |
android_flux_checkpoint_rl_rm_layout_v2 | 629041809c10f467aa6c4e049839a6b0 | 829bf5a6923fbd9931c37d0a | 829bf5a6923fbd9931c37d0a | prompt | null | null | null | androidflux_source_trajectories | Gyubeum/AndroidFlux_RL_Train | successful | 829bf5a6923fbd9931c37d0a | false | successful | environment_task_success | Delete the following expenses from pro expense: Tuition Fees. | ExpenseDeleteSingle | mai_ui_8b | "/home/glim/data/datagen_traj_all/mai_ui_8b/Delete_the_following_expenses_from_pro_expense_Tu_1/epis(...TRUNCATED) | Correct | 4 | 5 | null | null | unknown | unknown | unknown | unknown | "[{\"content\": \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user quer(...TRUNCATED) | "[\"Swipe up on the screen.\", \"Swipe up on the screen.\", \"Tap the selected location on the scree(...TRUNCATED) | "Step 1: Swipe up on the screen.; Step 2: Swipe up on the screen.; Step 3: Tap the selected location(...TRUNCATED) | "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provide(...TRUNCATED) | "The user query: Delete the following expenses from pro expense: Tuition Fees..\nTask progress (You (...TRUNCATED) | null | null | null | "Was the agent's action above correct given the current screen state? Answer with exactly one token:(...TRUNCATED) | [
"efd0a9283d54714abb88a26c4948bca09e5b86059ca74220c7596e738b4d598d"
] | 1 | efd0a9283d54714abb88a26c4948bca09e5b86059ca74220c7596e738b4d598d | 1,000 | 1,000 | "[{\"after_image_id\": \"0927c453ec8868b1903d1e461574903ad40e3c41200f348fe10df0dc7382ca8a\", \"befor(...TRUNCATED) | "[\"{\\\"action\\\": \\\"swipe\\\", \\\"start_coordinate\\\": [0.4994994994994995, 0.742742742742742(...TRUNCATED) | ["3f42a9efaa214b38464bde22ccd9a2923ed7d56b04de5c2098333a0955512b04","0927c453ec8868b1903d1e461574903(...TRUNCATED) | ["0927c453ec8868b1903d1e461574903ad40e3c41200f348fe10df0dc7382ca8a","183867f68b76c8ac24a2147ad0f2d02(...TRUNCATED) | click | "{\"arguments\": {\"action\": \"click\", \"coordinate\": [0.8998998998998999, 0.7027027027027027]}, (...TRUNCATED) | parsed_action | recorded_source_policy_action_not_verified_ground_truth | source_native_not_normalized | true | true | false | true | false |
End of preview. Expand in Data Studio
AndroidFlux RL — policy prompts
| Slice | Prompts | Source |
|---|---|---|
| t_minus_n | 2,459 | AndroidFlux source trajectories |
| successful | 2,623 | AndroidFlux source trajectories |
| t_minus_1 | 2,459 | AndroidFlux source trajectories |
| t | 2,459 | AndroidFlux source trajectories |
| Subtotal | 10,000 | |
| ui_genie | 10,000 | UI-Genie reward-model prompts (5,000-prompt core marked by in_reduced) |
The four AndroidFlux slices are drawn from replayed source trajectories. The successful slice contains 53 final-action decisions (2.02%), 53 penultimate-action decisions (2.02%), and 2,517 earlier decisions. These positions refer to the action the policy generates; the last history action is one step earlier. Environment success and canonical train membership are verified.
All 20 canonical unseen-test task types are excluded from them. Seen-test instances remain in the error-derived slices, explicitly marked in provenance.jsonl. The two newly added t_minus_n checkpoints are confirmed train. These split rules are about AndroidWorld task types and so do not apply to ui_genie, whose contexts come from a different corpus.
Every slice has samples.parquet, context.parquet, images (one images.parquet, or images-NNNNN-of-NNNNN.parquet shards where the screenshot set is large), samples.json, provenance, and validation/manifests. The Parquet schemas follow data_from_rm_eval, adapted to prompt-only system/user conversations with nullable candidate/preference fields. The t slice also has 17,213 unlabelled recovery candidate slots (seven per context), with donor provenance preserved. Per-slice deviations from the reference layout are listed in each build_manifest.json.
The ui_genie slice is a separate 10,000-prompt release drawn from
Gyubeum/UI_Genie_128k rather
than from AndroidFlux trajectories: stratified over history length, reference action type
and domain, then filtered by a base-policy rollout whose candidates the reward model had
to be able to order. It ships the history screenshots the reward model reads, and the four AndroidFlux slices now also ship their restored history screenshots. See ui_genie/SAMPLING.md,
and ui_genie/CONTRIBUTING_FORMAT.md for the structured
format to send new recovery contexts in.
AndroidFlux context repair — 2026-09-14
The original 10,000 AndroidFlux prompt IDs, splits, successful position quotas and t recovery candidates are unchanged. All four slices now embed their full history screenshots, retain clean source-derived or deterministic natural-language action histories alongside the original raw text, and expose recorded next-action references with availability and provenance. References are not verified GT and their coordinates remain source-native. Policy input stays current-image-only; RM readers use context image links or the chronological rm_image_ids (last at most five screens). See per-slice READMEs and repair_validation_summary.json for exact coverage and limitations.
The additive v2 columns extend (rather than exactly match) the original reference schema. The existing ui_genie/ release is untouched. androidflux_tools/export_repaired_interchange.py produces the documented portable GRPO interchange directly from each repaired Parquet slice, without any original trajectory paths.
is_next_terminate — 2026-09-24
t, t_minus_1, t_minus_n and successful gain a boolean is_next_terminate: the current state already satisfies
the goal, so the correct next action is terminate(status="success"). True is high-precision; False means "not
confirmed done". Also added: goal_matches_source_trajectory (about 15% of the error-derived rows carry a goal that
differs from their source trajectory's) and is_verify_task. Labelled with gemini-3.8-flash (two agreeing passes, a
strict gate, cross-checks between neighbouring states) and checked against AndroidWorld outcomes; see
terminate_annotation.md. All other columns and files are unchanged.
qwen3vl_replay — 2026-09-24 (use this for Qwen3-VL RL)
qwen3vl_replay/ rebuilds t, t_minus_1, t_minus_n and successful from per-context replay metadata
through Qwen3VLAgent, exactly as the RL trainer builds its inputs, and ships that metadata. It repairs the goal of the
~15% of rows whose goal came from another episode, drops 172 t/t_minus_1 contexts whose error action the replay does not
represent, fixes the replay coordinates of GUI-Owl/MA3 steps, and carries is_next_terminate (relabelled where the goal or
the *Verify evidence window changed). The top-level slices' prompts are superseded but left unchanged; images are shared.
Details in qwen3vl_replay/README.md.
- Downloads last month
- 410