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 7.38k | qwen_history_entries_json stringlengths 24 4.04k | qwen_history_text stringlengths 30 1.16k | system_prompt stringclasses 1
value | user_content stringlengths 149 2.1k | 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 249 12.4k |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
android_flux_checkpoint_rl_rm_layout_v1 | 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, ... | ["{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"swipe\", \"coordinate\": [511, 744], \"coordinate2\": [505, 323]}}"] | Step 1: {name: mobile_use, arguments: {action: swipe, coordinate: [511, 744], coordinate2: [505, 323]}}; |
# 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: {name: mobile_use, arguments: {action: swipe, coordinate: [511, 744], coordinate2: [505, 323]}}; .
<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 | [{"before_image_id": null, "context_position": 0, "has_image": false, "history_entry": "{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"swipe\", \"coordinate\": [511, 744], \"coordinate2\": [505, 323]}}", "is_context_last_action": true, "pair_id": "43bb4ddc0b428e11355a9386", "sample_id": "ab3adc0fd93b2fd1aed2a... |
android_flux_checkpoint_rl_rm_layout_v1 | 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, ... | ["{\"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\... | Step 1: {name: mobile_use, arguments: {action: click, coordinate: [858, 826]}}; Step 2: {name: mobile_use, arguments: {action: click, coordinate: [356, 441]}}; Step 3: {name: mobile_use, arguments: {action: click, coordinate: [282, 453]}}; Step 4: {name: mobile_use, arguments: {action: click, coordinate: [266, 327]}}; |
# 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: {name: mobile_use, arguments: {action: click, coordinate: [858, 826]}}; Step 2: {name: mobile_use, arguments: {action: click, coordinate: [356, 441]}}; Step 3: {name: mobile_use, arguments: {action:... | 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 | [{"before_image_id": null, "context_position": 0, "has_image": false, "history_entry": "{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [858, 826]}}", "is_context_last_action": false, "pair_id": "e63fc77a63a4f5966367081a", "sample_id": "939a7ccdebf61a721699166217f951bf", "step_number":... |
android_flux_checkpoint_rl_rm_layout_v1 | 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, ... | ["{\"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\"... | Step 1: {action: swipe, start_coordinate: [0.4994994994994995, 0.7427427427427428], end_coordinate: [0.4994994994994995, 0.2822822822822823]}; Step 2: {action: swipe, start_coordinate: [0.4994994994994995, 0.8218218218218218], end_coordinate: [0.4994994994994995, 0.37237237237237236]}; Step 3: {action: click, coordinat... |
# 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: {action: swipe, start_coordinate: [0.4994994994994995, 0.7427427427427428], end_coord... | 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 | [{"before_image_id": null, "context_position": 0, "has_image": false, "history_entry": "{\"action\": \"swipe\", \"start_coordinate\": [0.4994994994994995, 0.7427427427427428], \"end_coordinate\": [0.4994994994994995, 0.2822822822822823]}", "is_context_last_action": false, "pair_id": "53574a4538327ffb02495faf", "sample_... |
android_flux_checkpoint_rl_rm_layout_v1 | 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 | [{"before_image_id": null, "context_position": 0, "has_image": false, "history_entry": "Open the Simple Calendar Pro app using the `open_app` action.", "is_context_last_action": false, "pair_id": "97d49ae4c88dfb1f9e2c4720", "sample_id": "811519d6ac0eb61b2fb4068843499821", "step_number": 1}, {"before_image_id": null, "c... |
android_flux_checkpoint_rl_rm_layout_v1 | 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 | [{"before_image_id": null, "context_position": 0, "has_image": false, "history_entry": "\"I swiped up to open the app drawer to locate the Pro Expense app.\"", "is_context_last_action": false, "pair_id": "9bebdcdfce3e5601e565ee26", "sample_id": "623a218877c56e4606bb0966bbbedbec", "step_number": 1}, {"before_image_id": ... |
android_flux_checkpoint_rl_rm_layout_v1 | 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, ... | ["{\"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]}... | Step 6: {name: mobile_use, arguments: {action: click, coordinate: [916, 933]}}; Step 7: {name: mobile_use, arguments: {action: click, coordinate: [916, 933]}}; Step 8: {name: mobile_use, arguments: {action: type, text: Catch up on Campaign}}; Step 9: {name: mobile_use, arguments: {action: click, coordinate: [916, 439]}... |
# 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: {name: mobil... | 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 | [{"before_image_id": null, "context_position": 0, "has_image": false, "history_entry": "{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"swipe\", \"coordinate\": [513, 790], \"coordinate2\": [503, 331]}}", "is_context_last_action": false, "pair_id": "b9dce003faa13e6f75cfb9f5", "sample_id": "8b38d4d40a15fa356669... |
android_flux_checkpoint_rl_rm_layout_v1 | 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 | [{"before_image_id": null, "context_position": 0, "has_image": false, "history_entry": "Open the Simple Calendar Pro app.", "is_context_last_action": false, "pair_id": "980e3bb9320373eb117a2c4f", "sample_id": "ee8e16a3fc8232f4726e74de0ae34a1c", "step_number": 1}, {"before_image_id": null, "context_position": 1, "has_im... |
android_flux_checkpoint_rl_rm_layout_v1 | 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:
title|description|servings|preparationTime|ingredients|directions
Pesto Pasta with Peas|A delicious and healthy choice for any time of the day.|2 servings|45 mins|subject to change|Cook pasta, stir in pesto sauce and cooked peas. Add Parmesan cheese before serving. Garni... | 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 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, ... | ["{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"swipe\", \"coordinate\": [511, 782], \"coordinate2\": [503, 323]}}", "{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [630, 363]}}", "{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"click\", \"coordinate\": [916, 935]}... | Step 27: {name: mobile_use, arguments: {action: click, coordinate: [505, 433]}}; Step 28: {name: mobile_use, arguments: {action: type, text: 4 hrs}}; Step 29: {name: mobile_use, arguments: {action: type, text: adjustable}}; Step 30: {name: mobile_use, arguments: {action: click, coordinate: [501, 610]}}; Step 31: {name:... |
# 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 recipes into the Broccoli app:
title|description|servings|preparationTime|ingredients|directions
Pesto Pasta with Peas|A delicious and healthy choice for any time of the day.|2 servings|45 mins|subject to change|Cook pasta, stir in pesto sauce and cooked peas. Add Parmesan cheese befor... | null | null | null | Was the agent's action above correct given the current screen state? Answer with exactly one token: <|+|> for correct, <|-|> for wrong. | [
"d8186ac7515c132f9f4db941ee044de98deb5146964438ad64d44324e8e68f8f"
] | 1 | d8186ac7515c132f9f4db941ee044de98deb5146964438ad64d44324e8e68f8f | 1,000 | 1,000 | [{"before_image_id": null, "context_position": 0, "has_image": false, "history_entry": "{\"name\": \"mobile_use\", \"arguments\": {\"action\": \"swipe\", \"coordinate\": [511, 782], \"coordinate2\": [503, 323]}}", "is_context_last_action": false, "pair_id": "b50f3911f8c73264bb124eb8", "sample_id": "420cca47ae8dcce24f02... |
android_flux_checkpoint_rl_rm_layout_v1 | 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 Marketing' and the description 'We will understand marketing strategies.'. The event should last for 15 mins. | SimpleCalendarAddOneEvent | qwen3vl_4b | /home/glim/data/datagen_traj_all/qwen3vl_4b/In_Simple_Calendar_Pro_create_a_calendar_event_on_1_2/episode_steps.jsonl | 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 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 the date '30' in October to start creating the event.", "Click on the '+' button at the bottom right corner to start creating the new event.", "Click on the 'Event' button to start creating ... | 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 the date '30' in October to start creating the event.; Step 4: Click on the '+' button at the bottom right corner to start creating the new event.; Step 5: Click on the 'Ev... |
# 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 on 2023-10-30 at 13h with the title 'Call with Marketing' and the description 'We will understand marketing strategies.'. The event should last for 15 mins..
Task progress (You have done the following operation on the current device): Step 1: Open the Simp... | null | null | null | Was the agent's action above correct given the current screen state? Answer with exactly one token: <|+|> for correct, <|-|> for wrong. | [
"2440bc98ca64dd99c53505ac89b3539fd914cc42f86c857464b7e0e6902f6a2e"
] | 1 | 2440bc98ca64dd99c53505ac89b3539fd914cc42f86c857464b7e0e6902f6a2e | 1,000 | 1,000 | [{"before_image_id": null, "context_position": 0, "has_image": false, "history_entry": "Open the Simple Calendar Pro app.", "is_context_last_action": false, "pair_id": "836f35afdae7d435ba0f1db7", "sample_id": "cc73577213c1502d92c02a764a57c591", "step_number": 1}, {"before_image_id": null, "context_position": 1, "has_im... |
android_flux_checkpoint_rl_rm_layout_v1 | 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/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, ... | ["{\"action\": \"swipe\", \"start_coordinate\": [0.4994994994994995, 0.7427427427427428], \"end_coordinate\": [0.4994994994994995, 0.2822822822822823]}", "{\"action\": \"swipe\", \"start_coordinate\": [0.4994994994994995, 0.7947947947947948], \"end_coordinate\": [0.4994994994994995, 0.3283283283283283]}", "{\"action\":... | Step 1: {action: swipe, start_coordinate: [0.4994994994994995, 0.7427427427427428], end_coordinate: [0.4994994994994995, 0.2822822822822823]}; Step 2: {action: swipe, start_coordinate: [0.4994994994994995, 0.7947947947947948], end_coordinate: [0.4994994994994995, 0.3283283283283283]}; Step 3: {action: click, coordinate... |
# 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: Delete the following expenses from pro expense: Tuition Fees..
Task progress (You have done the following operation on the current device): Step 1: {action: swipe, start_coordinate: [0.4994994994994995, 0.7427427427427428], end_coordinate: [0.4994994994994995, 0.2822822822822823]}; Step 2: {action: swip... | null | null | null | Was the agent's action above correct given the current screen state? Answer with exactly one token: <|+|> for correct, <|-|> for wrong. | [
"efd0a9283d54714abb88a26c4948bca09e5b86059ca74220c7596e738b4d598d"
] | 1 | efd0a9283d54714abb88a26c4948bca09e5b86059ca74220c7596e738b4d598d | 1,000 | 1,000 | [{"before_image_id": null, "context_position": 0, "has_image": false, "history_entry": "{\"action\": \"swipe\", \"start_coordinate\": [0.4994994994994995, 0.7427427427427428], \"end_coordinate\": [0.4994994994994995, 0.2822822822822823]}", "is_context_last_action": false, "pair_id": "829bf5a6923fbd9931c37d0a", "sample_... |
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, which the
error-derived slices deliberately omit. See ui_genie/SAMPLING.md,
and ui_genie/CONTRIBUTING_FORMAT.md for the structured
format to send new recovery contexts in.
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