Hugging Face's logo

Datasets:
neurips2026-anonymous
/
signalbench-openapps-bkp

Modalities:
Image
Text
Formats:
parquet
Size:
< 1K
Tags:
reinforcement-learning
benchmark
dense-reward
croissant
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
1
Dataset Viewer
Auto-converted to Parquet Duplicate
action_raw
stringlengths
9
42
action_text
stringlengths
9
42
current_thought
null
dataset_id
stringclasses
1 value
environment
stringclasses
1 value
extracted_action
null
next_state_id
stringlengths
70
70
next_state_image
imagewidth (px)
1.28k
1.28k
next_state_images_json
stringlengths
251
251
next_state_metadata_json
stringlengths
366
617
next_state_observation_text
stringlengths
749
2.82k
next_state_prompt
stringclasses
8 values
next_state_task_text
stringclasses
8 values
next_state_text
stringlengths
749
2.82k
point_id
stringlengths
38
38
qv_mc_max
float64
0.49
0.95
ranking_candidate_count
int64
4
4
ranking_candidates_json
stringlengths
5.83k
11.6k
ranking_point_id
stringlengths
40
40
resolved_action
null
state_id
stringlengths
65
65
state_image
imagewidth (px)
1.28k
1.28k
state_images_json
stringlengths
251
251
state_metadata_json
stringlengths
366
617
state_observation_text
stringlengths
749
2.85k
state_prompt
stringclasses
8 values
state_task_text
stringclasses
8 values
state_text
stringlengths
749
2.85k
step_index
int64
1
33
sv_mc_max
float64
0.49
1
task_index
int64
0
7
task_name
stringclasses
8 values
trajectory_index
int64
0
39
trajectory_return
float64
0
0.9
click('50')
click('50')
null
signalbench-openapps
add_meeting_with_dennis
null
signalbench-openapps:signalbench-openapps:point:00000:00001:next_state
[{"file_name": "images/e5/e52fc7b6a3ca268e355aee97b1ec031689744e1be20103d83de4148ab1baab3c.png", "height": 720, "media_type": "image/png", "sha256": "e52fc7b6a3ca268e355aee97b1ec031689744e1be20103d83de4148ab1baab3c", "source": "state", "width": 1280}]
{"episode_id": "dcf4b0f0-5f15-4e57-bb9c-9cfc7e2a2bee", "info": {"browsergym_reward": 0.0, "goal": "Remove the WACV 2026 Abstract Deadline event from my calendar.", "last_action": "click('50')", "open_apps_reward": 0.0, "reward_relevant_apps": ["calendar"], "reward_scope": "task_local", "task_complete": false, "task_ind...
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'May 2026', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible ...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar.
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'May 2026', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible ...
signalbench-openapps:point:00000:00001
0.54036
4
[{"action_raw": "click('88')", "action_text": "click('88')", "candidate_id": "signalbench-openapps:ranking:00000:00001:candidate:00", "candidate_index": 0, "extracted_action": "click('88')", "next_state_id": null, "next_state_images": [], "next_state_metadata_json": "null", "next_state_observation_text": null, "next_st...
signalbench-openapps:ranking:00000:00001
null
signalbench-openapps:signalbench-openapps:point:00000:00001:state
[{"file_name": "images/ea/eaa8a03a5e9ff02facb9d19cb91a5574a6705709ee552b2185a0634685ca35ac.png", "height": 720, "media_type": "image/png", "sha256": "eaa8a03a5e9ff02facb9d19cb91a5574a6705709ee552b2185a0634685ca35ac", "source": "state", "width": 1280}]
{"episode_id": "dcf4b0f0-5f15-4e57-bb9c-9cfc7e2a2bee", "info": {"browsergym_reward": 0.0, "goal": "Remove the WACV 2026 Abstract Deadline event from my calendar.", "last_action": "click('30')", "open_apps_reward": 0.0, "reward_relevant_apps": ["calendar"], "reward_scope": "task_local", "task_complete": false, "task_ind...
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'May 2026', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible ...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar.
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'May 2026', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible ...
1
0.54036
3
remove_wacv_abstract_deadline
0
0.397214
click('45')
click('45')
null
signalbench-openapps
add_meeting_with_dennis
null
signalbench-openapps:signalbench-openapps:point:00000:00009:next_state
[{"file_name": "images/62/627c604e6c4fc5e49563325ce6fb4f8c895633e98df5c3f0792acfe2f7d2f02e.png", "height": 720, "media_type": "image/png", "sha256": "627c604e6c4fc5e49563325ce6fb4f8c895633e98df5c3f0792acfe2f7d2f02e", "source": "state", "width": 1280}]
{"episode_id": "dcf4b0f0-5f15-4e57-bb9c-9cfc7e2a2bee", "info": {"browsergym_reward": 0.0, "goal": "Remove the WACV 2026 Abstract Deadline event from my calendar.", "last_action": "click('45')", "open_apps_reward": 0.0, "reward_relevant_apps": ["calendar"], "reward_scope": "task_local", "task_complete": false, "task_ind...
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'February 2026', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visib...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar.
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'February 2026', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visib...
signalbench-openapps:point:00000:00009
0.630249
4
[{"action_raw": "click('45')", "action_text": "click('45')", "candidate_id": "signalbench-openapps:ranking:00000:00009:candidate:00", "candidate_index": 0, "extracted_action": null, "next_state_id": "signalbench-openapps:signalbench-openapps:ranking:00000:00009:candidate:00:next_state", "next_state_images": [{"file_nam...
signalbench-openapps:ranking:00000:00009
null
signalbench-openapps:signalbench-openapps:point:00000:00009:state
[{"file_name": "images/11/111e90b9bfbf52a42606675e2510ec2c267890439fc72f59013cbd0e83ab51aa.png", "height": 720, "media_type": "image/png", "sha256": "111e90b9bfbf52a42606675e2510ec2c267890439fc72f59013cbd0e83ab51aa", "source": "state", "width": 1280}]
{"episode_id": "dcf4b0f0-5f15-4e57-bb9c-9cfc7e2a2bee", "info": {"browsergym_reward": 0.0, "goal": "Remove the WACV 2026 Abstract Deadline event from my calendar.", "last_action": "click('45')", "open_apps_reward": 0.0, "reward_relevant_apps": ["calendar"], "reward_scope": "task_local", "task_complete": false, "task_ind...
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'March 2026', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible ...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar.
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'March 2026', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible ...
9
0.630249
3
remove_wacv_abstract_deadline
0
0.397214
click('54')
click('54')
null
signalbench-openapps
add_meeting_with_dennis
null
signalbench-openapps:signalbench-openapps:point:00000:00017:next_state
[{"file_name": "images/d6/d6d7c60e14f8c7bb997c774cda31174e97fd9b8989999d300b345efb20117114.png", "height": 720, "media_type": "image/png", "sha256": "d6d7c60e14f8c7bb997c774cda31174e97fd9b8989999d300b345efb20117114", "source": "state", "width": 1280}]
{"episode_id": "dcf4b0f0-5f15-4e57-bb9c-9cfc7e2a2bee", "info": {"browsergym_reward": 0.0, "goal": "Remove the WACV 2026 Abstract Deadline event from my calendar.", "last_action": "click('54')", "open_apps_reward": 0.0, "reward_relevant_apps": ["calendar"], "reward_scope": "task_local", "task_complete": false, "task_ind...
[34] main '', visible [37] image '', visible [38] heading 'OpenCalendar', visible [39] article '', visible [40] heading 'WACV 2026 Abstract Deadline', visible [41] paragraph '', visible StaticText 'Date: 2025-07-11' [42] paragraph '', visible StaticText 'Location: Online' [44] heading 'WACV 2026 Abstra...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar.
[34] main '', visible [37] image '', visible [38] heading 'OpenCalendar', visible [39] article '', visible [40] heading 'WACV 2026 Abstract Deadline', visible [41] paragraph '', visible StaticText 'Date: 2025-07-11' [42] paragraph '', visible StaticText 'Location: Online' [44] heading 'WACV 2026 Abstra...
signalbench-openapps:point:00000:00017
0.95
4
[{"action_raw": "click('54')", "action_text": "click('54')", "candidate_id": "signalbench-openapps:ranking:00000:00017:candidate:00", "candidate_index": 0, "extracted_action": null, "next_state_id": "signalbench-openapps:signalbench-openapps:ranking:00000:00017:candidate:00:next_state", "next_state_images": [{"file_nam...
signalbench-openapps:ranking:00000:00017
null
signalbench-openapps:signalbench-openapps:point:00000:00017:state
[{"file_name": "images/db/db86f63b2a79d811dec7ebd9d824aa366ae012952ce2a7eac7c118531afd827f.png", "height": 720, "media_type": "image/png", "sha256": "db86f63b2a79d811dec7ebd9d824aa366ae012952ce2a7eac7c118531afd827f", "source": "state", "width": 1280}]
{"episode_id": "dcf4b0f0-5f15-4e57-bb9c-9cfc7e2a2bee", "info": {"browsergym_reward": 0.0, "goal": "Remove the WACV 2026 Abstract Deadline event from my calendar.", "last_action": "click('45')", "open_apps_reward": 0.0, "reward_relevant_apps": ["calendar"], "reward_scope": "task_local", "task_complete": false, "task_ind...
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'July 2025', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible ...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible...
Goal: Remove the WACV 2026 Abstract Deadline event from my calendar.
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'July 2025', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible ...
17
0.95
3
remove_wacv_abstract_deadline
0
0.397214
scroll(0, 500)
scroll(0, 500)
null
signalbench-openapps
add_meeting_with_dennis
null
signalbench-openapps:signalbench-openapps:point:00001:00001:next_state
[{"file_name": "images/cb/cb80fd6b2891db07a4f418c3541d2fd613d6060aab942e50300fb3327f81080c.png", "height": 720, "media_type": "image/png", "sha256": "cb80fd6b2891db07a4f418c3541d2fd613d6060aab942e50300fb3327f81080c", "source": "state", "width": 1280}]
{"episode_id": "2703657f-4176-46a0-b023-92533fd0a62f", "info": {"browsergym_reward": 0.0, "goal": "Add 'Call Mom' to my todo list.", "last_action": "scroll(0, 500)", "open_apps_reward": 0.0, "reward_relevant_apps": ["todo"], "reward_scope": "task_local", "task_complete": false, "task_index": 4, "task_name": "add_call_m...
[34] main '', visible [37] main '', visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible [51] table '', visible [52] rowgroup '', visible [53] row '', visible [54] columnheader 'Mon', visible [55] columnheader 'Tue', visible [56] columnheader 'Wed', vi...
Goal: Add 'Call Mom' to my todo list. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visible ...
Goal: Add 'Call Mom' to my todo list.
[34] main '', visible [37] main '', visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible [51] table '', visible [52] rowgroup '', visible [53] row '', visible [54] columnheader 'Mon', visible [55] columnheader 'Tue', visible [56] columnheader 'Wed', vi...
signalbench-openapps:point:00001:00001
0.814506
4
[{"action_raw": "click('107')", "action_text": "click('107')", "candidate_id": "signalbench-openapps:ranking:00001:00001:candidate:00", "candidate_index": 0, "extracted_action": "click('107')", "next_state_id": null, "next_state_images": [], "next_state_metadata_json": "null", "next_state_observation_text": null, "next...
signalbench-openapps:ranking:00001:00001
null
signalbench-openapps:signalbench-openapps:point:00001:00001:state
[{"file_name": "images/ea/eaa8a03a5e9ff02facb9d19cb91a5574a6705709ee552b2185a0634685ca35ac.png", "height": 720, "media_type": "image/png", "sha256": "eaa8a03a5e9ff02facb9d19cb91a5574a6705709ee552b2185a0634685ca35ac", "source": "state", "width": 1280}]
{"episode_id": "2703657f-4176-46a0-b023-92533fd0a62f", "info": {"browsergym_reward": 0.0, "goal": "Add 'Call Mom' to my todo list.", "last_action": "click('30')", "open_apps_reward": 0.0, "reward_relevant_apps": ["todo"], "reward_scope": "task_local", "task_complete": false, "task_index": 4, "task_name": "add_call_mom_...
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'May 2026', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible ...
Goal: Add 'Call Mom' to my todo list. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visible ...
Goal: Add 'Call Mom' to my todo list.
[34] main '', visible [37] main '', visible [41] image '', visible [42] heading 'OpenCalendar', visible [45] button '< Prev', clickable, visible [46] heading 'May 2026', visible [47] button 'Next >', clickable, visible [49] button 'Calendar', clickable, visible [50] button 'Agenda', clickable, visible ...
1
0.814506
4
add_call_mom_to_my_todo
1
0.698337
click('23')
click('23')
null
signalbench-openapps
add_meeting_with_dennis
null
signalbench-openapps:signalbench-openapps:point:00001:00003:next_state
[{"file_name": "images/c6/c614d9465f62f570d8414a6d4a5c4ee705a9a94ea20acaa1049e19e46988aefe.png", "height": 720, "media_type": "image/png", "sha256": "c614d9465f62f570d8414a6d4a5c4ee705a9a94ea20acaa1049e19e46988aefe", "source": "state", "width": 1280}]
{"episode_id": "2703657f-4176-46a0-b023-92533fd0a62f", "info": {"browsergym_reward": 0.0, "goal": "Add 'Call Mom' to my todo list.", "last_action": "click('23')", "open_apps_reward": 0.0, "reward_relevant_apps": ["todo"], "reward_scope": "task_local", "task_complete": false, "task_index": 4, "task_name": "add_call_mom_...
[17] image '', visible [18] heading 'OpenTodos', visible [21] Section '', clickable, visible [22] group '', visible [23] textbox 'New Todo', clickable, visible [24] button 'Add', clickable, visible [27] listitem '', visible [28] checkbox '', clickable, visible, checked='false' StaticText 'Visit grandma' [30] lis...
Goal: Add 'Call Mom' to my todo list. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visible ...
Goal: Add 'Call Mom' to my todo list.
[17] image '', visible [18] heading 'OpenTodos', visible [21] Section '', clickable, visible [22] group '', visible [23] textbox 'New Todo', clickable, visible [24] button 'Add', clickable, visible [27] listitem '', visible [28] checkbox '', clickable, visible, checked='false' StaticText 'Visit grandma' [30] lis...
signalbench-openapps:point:00001:00003
0.9025
4
[{"action_raw": "click('23')", "action_text": "click('23')", "candidate_id": "signalbench-openapps:ranking:00001:00003:candidate:00", "candidate_index": 0, "extracted_action": null, "next_state_id": "signalbench-openapps:signalbench-openapps:ranking:00001:00003:candidate:00:next_state", "next_state_images": [{"file_nam...
signalbench-openapps:ranking:00001:00003
null
signalbench-openapps:signalbench-openapps:point:00001:00003:state
[{"file_name": "images/ac/acd1651e69fbcf18d7860e4f37292f635e6ae5ac053697ebbbbc895922b75b60.png", "height": 720, "media_type": "image/png", "sha256": "acd1651e69fbcf18d7860e4f37292f635e6ae5ac053697ebbbbc895922b75b60", "source": "state", "width": 1280}]
{"episode_id": "2703657f-4176-46a0-b023-92533fd0a62f", "info": {"browsergym_reward": 0.0, "goal": "Add 'Call Mom' to my todo list.", "last_action": "click('138')", "open_apps_reward": 0.0, "reward_relevant_apps": ["todo"], "reward_scope": "task_local", "task_complete": false, "task_index": 4, "task_name": "add_call_mom...
[17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visible [30] link 'OpenCalendar OpenCalendar',...
Goal: Add 'Call Mom' to my todo list. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visible ...
Goal: Add 'Call Mom' to my todo list.
[17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visible [30] link 'OpenCalendar OpenCalendar',...
3
0.9025
4
add_call_mom_to_my_todo
1
0.698337
scroll(0, -500)
scroll(0, -500)
null
signalbench-openapps
add_meeting_with_dennis
null
signalbench-openapps:signalbench-openapps:point:00001:00006:next_state
[{"file_name": "images/1d/1d3aeea3f8a5dde6ce5a651220c0f822cd3166a146c162f46e7f0d58efb8d8aa.png", "height": 720, "media_type": "image/png", "sha256": "1d3aeea3f8a5dde6ce5a651220c0f822cd3166a146c162f46e7f0d58efb8d8aa", "source": "state", "width": 1280}]
{"episode_id": "2703657f-4176-46a0-b023-92533fd0a62f", "info": {"browsergym_reward": 0.0, "goal": "Add 'Call Mom' to my todo list.", "last_action": "scroll(0, -500)", "open_apps_reward": 0.0, "reward_relevant_apps": ["todo"], "reward_scope": "task_local", "task_complete": false, "task_index": 4, "task_name": "add_call_...
[17] image '', visible [18] heading 'OpenTodos', visible [21] Section '', clickable, visible [22] group '', visible [23] textbox 'New Todo' value='Call Mom', clickable, visible, focused [24] button 'Add', clickable, visible [27] listitem '', visible [28] checkbox '', clickable, visible, checked='false' StaticTex...
Goal: Add 'Call Mom' to my todo list. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visible ...
Goal: Add 'Call Mom' to my todo list.
[17] image '', visible [18] heading 'OpenTodos', visible [21] Section '', clickable, visible [22] group '', visible [23] textbox 'New Todo' value='Call Mom', clickable, visible, focused [24] button 'Add', clickable, visible [27] listitem '', visible [28] checkbox '', clickable, visible, checked='false' StaticTex...
signalbench-openapps:point:00001:00006
0.95
4
[{"action_raw": "click('105')", "action_text": "click('105')", "candidate_id": "signalbench-openapps:ranking:00001:00006:candidate:00", "candidate_index": 0, "extracted_action": "click('105')", "next_state_id": null, "next_state_images": [], "next_state_metadata_json": "null", "next_state_observation_text": null, "next...
signalbench-openapps:ranking:00001:00006
null
signalbench-openapps:signalbench-openapps:point:00001:00006:state
[{"file_name": "images/2b/2b9f0a5d019280bfa4acf0c633740af36c0d7101600ffd749c0db1097f3f9fb8.png", "height": 720, "media_type": "image/png", "sha256": "2b9f0a5d019280bfa4acf0c633740af36c0d7101600ffd749c0db1097f3f9fb8", "source": "state", "width": 1280}]
{"episode_id": "2703657f-4176-46a0-b023-92533fd0a62f", "info": {"browsergym_reward": 0.0, "goal": "Add 'Call Mom' to my todo list.", "last_action": "scroll(0, 500)", "open_apps_reward": 0.0, "reward_relevant_apps": ["todo"], "reward_scope": "task_local", "task_complete": false, "task_index": 4, "task_name": "add_call_m...
[19] article '', visible [25] list '', visible [55] listitem '', visible [58] listitem '', visible [59] button 'Edit', clickable, visible [60] button 'Remove', clickable, visible [62] listitem '', visible [63] checkbox '', clickable, visible, checked='true' StaticText 'Call Aunt Lisa' [65] listitem...
Goal: Add 'Call Mom' to my todo list. [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visible ...
Goal: Add 'Call Mom' to my todo list.
[19] article '', visible [25] list '', visible [55] listitem '', visible [58] listitem '', visible [59] button 'Edit', clickable, visible [60] button 'Remove', clickable, visible [62] listitem '', visible [63] checkbox '', clickable, visible, checked='true' StaticText 'Call Aunt Lisa' [65] listitem...
6
0.95
4
add_call_mom_to_my_todo
1
0.698337
click('44')
click('44')
null
signalbench-openapps
add_meeting_with_dennis
null
signalbench-openapps:signalbench-openapps:point:00002:00001:next_state
[{"file_name": "images/e6/e68e1095af14294e7706cb851c1a7334fa7ffdfc0c83aa392fb66c343d34295e.png", "height": 720, "media_type": "image/png", "sha256": "e68e1095af14294e7706cb851c1a7334fa7ffdfc0c83aa392fb66c343d34295e", "source": "state", "width": 1280}]
{"episode_id": "8e91c12d-1ca0-482d-a622-eaaaf31ba32c", "info": {"browsergym_reward": 0.0, "goal": "Send a message to Bob 'Let's meet'", "last_action": "click('44')", "open_apps_reward": 0.0, "reward_relevant_apps": ["messenger"], "reward_scope": "task_local", "task_complete": false, "task_index": 6, "task_name": "messa...
[44] button 'Marker for Statue of Liberty', visible StaticText '\uf041' [46] button 'Marker for Central Park', visible StaticText '\uf1bb' [48] button 'Marker for Brooklyn Bridge', visible StaticText '\uf041' [50] button 'Marker for Times Square', visible StaticText '\uf041' [52] button 'Marker for Empire State Bui...
Goal: Send a message to Bob 'Let's meet' [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visib...
Goal: Send a message to Bob 'Let's meet'
[44] button 'Marker for Statue of Liberty', visible StaticText '\uf041' [46] button 'Marker for Central Park', visible StaticText '\uf1bb' [48] button 'Marker for Brooklyn Bridge', visible StaticText '\uf041' [50] button 'Marker for Times Square', visible StaticText '\uf041' [52] button 'Marker for Empire State Bui...
signalbench-openapps:point:00002:00001
0.773781
4
[{"action_raw": "click('51')", "action_text": "click('51')", "candidate_id": "signalbench-openapps:ranking:00002:00001:candidate:00", "candidate_index": 0, "extracted_action": "click('51')", "next_state_id": null, "next_state_images": [], "next_state_metadata_json": "null", "next_state_observation_text": null, "next_st...
signalbench-openapps:ranking:00002:00001
null
signalbench-openapps:signalbench-openapps:point:00002:00001:state
[{"file_name": "images/ac/acd1651e69fbcf18d7860e4f37292f635e6ae5ac053697ebbbbc895922b75b60.png", "height": 720, "media_type": "image/png", "sha256": "acd1651e69fbcf18d7860e4f37292f635e6ae5ac053697ebbbbc895922b75b60", "source": "state", "width": 1280}]
{"episode_id": "8e91c12d-1ca0-482d-a622-eaaaf31ba32c", "info": {"browsergym_reward": 0.0, "goal": "Send a message to Bob 'Let's meet'", "last_action": "scroll(0, -500)", "open_apps_reward": 0.0, "reward_relevant_apps": ["messenger"], "reward_scope": "task_local", "task_complete": false, "task_index": 6, "task_name": "m...
[17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visible [30] link 'OpenCalendar OpenCalendar',...
Goal: Send a message to Bob 'Let's meet' [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visib...
Goal: Send a message to Bob 'Let's meet'
[17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visible [30] link 'OpenCalendar OpenCalendar',...
1
0.857375
6
message_bob_to_meet
2
0.630249
scroll(0, -500)
scroll(0, -500)
null
signalbench-openapps
add_meeting_with_dennis
null
signalbench-openapps:signalbench-openapps:point:00002:00005:next_state
[{"file_name": "images/09/09172ab39b1d9697116a1ce5cdc4152acecfc29c084d8fd300a438c292218679.png", "height": 720, "media_type": "image/png", "sha256": "09172ab39b1d9697116a1ce5cdc4152acecfc29c084d8fd300a438c292218679", "source": "state", "width": 1280}]
{"episode_id": "8e91c12d-1ca0-482d-a622-eaaaf31ba32c", "info": {"browsergym_reward": 0.0, "goal": "Send a message to Bob 'Let's meet'", "last_action": "scroll(0, -500)", "open_apps_reward": 0.0, "reward_relevant_apps": ["messenger"], "reward_scope": "task_local", "task_complete": false, "task_index": 6, "task_name": "m...
[17] image '', visible [18] heading 'OpenMessages', visible [19] main '', visible [22] link '\uf060', clickable, visible StaticText '\uf060' [25] image '', visible [26] heading 'Fantastic4GroupChat', visible [27] button '\uf002', clickable, visible StaticText '\uf002' StaticText 'Alice' StaticText "Hey team! ...
Goal: Send a message to Bob 'Let's meet' [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visib...
Goal: Send a message to Bob 'Let's meet'
[17] image '', visible [18] heading 'OpenMessages', visible [19] main '', visible [22] link '\uf060', clickable, visible StaticText '\uf060' [25] image '', visible [26] heading 'Fantastic4GroupChat', visible [27] button '\uf002', clickable, visible StaticText '\uf002' StaticText 'Alice' StaticText "Hey team! ...
signalbench-openapps:point:00002:00005
0.814506
4
[{"action_raw": "click('27')", "action_text": "click('27')", "candidate_id": "signalbench-openapps:ranking:00002:00005:candidate:00", "candidate_index": 0, "extracted_action": "click('27')", "next_state_id": null, "next_state_images": [], "next_state_metadata_json": "null", "next_state_observation_text": null, "next_st...
signalbench-openapps:ranking:00002:00005
null
signalbench-openapps:signalbench-openapps:point:00002:00005:state
[{"file_name": "images/40/40852e71dbd3f30735cac5a5f1aaa96eaffb1a9788cc500a6bbfd15ff5d7c36a.png", "height": 720, "media_type": "image/png", "sha256": "40852e71dbd3f30735cac5a5f1aaa96eaffb1a9788cc500a6bbfd15ff5d7c36a", "source": "state", "width": 1280}]
{"episode_id": "8e91c12d-1ca0-482d-a622-eaaaf31ba32c", "info": {"browsergym_reward": 0.0, "goal": "Send a message to Bob 'Let's meet'", "last_action": "click('49')", "open_apps_reward": 0.0, "reward_relevant_apps": ["messenger"], "reward_scope": "task_local", "task_complete": false, "task_index": 6, "task_name": "messa...
[17] image '', visible [18] heading 'OpenMessages', visible [19] main '', visible [22] link '\uf060', clickable, visible StaticText '\uf060' [25] image '', visible [26] heading 'Fantastic4GroupChat', visible [27] button '\uf002', clickable, visible StaticText '\uf002' StaticText 'Same here! Excited about the l...
Goal: Send a message to Bob 'Let's meet' [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visib...
Goal: Send a message to Bob 'Let's meet'
[17] image '', visible [18] heading 'OpenMessages', visible [19] main '', visible [22] link '\uf060', clickable, visible StaticText '\uf060' [25] image '', visible [26] heading 'Fantastic4GroupChat', visible [27] button '\uf002', clickable, visible StaticText '\uf002' StaticText 'Same here! Excited about the l...
5
0.857375
6
message_bob_to_meet
2
0.630249
fill('65', 'Let\'s meet')
fill('65', 'Let\'s meet')
null
signalbench-openapps
add_meeting_with_dennis
null
signalbench-openapps:signalbench-openapps:point:00002:00008:next_state
[{"file_name": "images/9e/9e4a3316cb69c21bfe6d8bd5a9860ecf342cf82d075cecb3e6095075a59d3caa.png", "height": 720, "media_type": "image/png", "sha256": "9e4a3316cb69c21bfe6d8bd5a9860ecf342cf82d075cecb3e6095075a59d3caa", "source": "state", "width": 1280}]
{"episode_id": "8e91c12d-1ca0-482d-a622-eaaaf31ba32c", "info": {"browsergym_reward": 0.0, "goal": "Send a message to Bob 'Let's meet'", "last_action": "fill('65', 'Let\\'s meet')", "open_apps_reward": 0.0, "reward_relevant_apps": ["messenger"], "reward_scope": "task_local", "task_complete": false, "task_index": 6, "tas...
[17] image '', visible [18] heading 'OpenMessages', visible [19] main '', visible [22] link '\uf060', clickable, visible StaticText '\uf060' [25] image '', visible [26] heading 'Bob', visible [27] button '\uf002', clickable, visible StaticText '\uf002' StaticText 'Bob' StaticText 'Do you think AI will ever re...
Goal: Send a message to Bob 'Let's meet' [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visib...
Goal: Send a message to Bob 'Let's meet'
[17] image '', visible [18] heading 'OpenMessages', visible [19] main '', visible [22] link '\uf060', clickable, visible StaticText '\uf060' [25] image '', visible [26] heading 'Bob', visible [27] button '\uf002', clickable, visible StaticText '\uf002' StaticText 'Bob' StaticText 'Do you think AI will ever re...
signalbench-openapps:point:00002:00008
0.95
4
[{"action_raw": "fill('65', 'Let\\'s meet')", "action_text": "fill('65', 'Let\\'s meet')", "candidate_id": "signalbench-openapps:ranking:00002:00008:candidate:00", "candidate_index": 0, "extracted_action": null, "next_state_id": "signalbench-openapps:signalbench-openapps:ranking:00002:00008:candidate:00:next_state", "n...
signalbench-openapps:ranking:00002:00008
null
signalbench-openapps:signalbench-openapps:point:00002:00008:state
[{"file_name": "images/90/907338595b23eed306ba9ce0c54ad4d86d51b239b5460ad9a194ab4c06697f2c.png", "height": 720, "media_type": "image/png", "sha256": "907338595b23eed306ba9ce0c54ad4d86d51b239b5460ad9a194ab4c06697f2c", "source": "state", "width": 1280}]
{"episode_id": "8e91c12d-1ca0-482d-a622-eaaaf31ba32c", "info": {"browsergym_reward": 0.0, "goal": "Send a message to Bob 'Let's meet'", "last_action": "click('31')", "open_apps_reward": 0.0, "reward_relevant_apps": ["messenger"], "reward_scope": "task_local", "task_complete": false, "task_index": 6, "task_name": "messa...
[17] image '', visible [18] heading 'OpenMessages', visible [19] main '', visible [22] link '\uf060', clickable, visible StaticText '\uf060' [25] image '', visible [26] heading 'Bob', visible [27] button '\uf002', clickable, visible StaticText '\uf002' StaticText 'Bob' StaticText 'Do you think AI will ever re...
Goal: Send a message to Bob 'Let's meet' [17] Section '', visible [19] heading 'Welcome to OpenApps!', visible [20] paragraph '', visible [23] link 'OpenTodos OpenTodos', clickable, visible [25] Section '', visible [27] image 'OpenTodos', visible [28] heading 'OpenTodos', visible [29] paragraph '', visib...
Goal: Send a message to Bob 'Let's meet'
[17] image '', visible [18] heading 'OpenMessages', visible [19] main '', visible [22] link '\uf060', clickable, visible StaticText '\uf060' [25] image '', visible [26] heading 'Bob', visible [27] button '\uf002', clickable, visible StaticText '\uf002' StaticText 'Bob' StaticText 'Do you think AI will ever re...
8
0.95
6
message_bob_to_meet
2
0.630249
noop(500)
noop(500)
null
signalbench-openapps
add_meeting_with_dennis
null
signalbench-openapps:signalbench-openapps:point:00003:00001:next_state
"[{\"file_name\": \"images/a4/a49ed73ea4527f3737ea62ddfd370ffd8125c6642c68359014b47d5523450187.png\"(...TRUNCATED)
"{\"episode_id\": \"1cf544a2-ded3-4547-942b-d2deb1a42555\", \"info\": {\"browsergym_reward\": 0.0, \(...TRUNCATED)
"[44] button 'Marker for Statue of Liberty', visible\n\tStaticText '\\uf041'\n[46] button 'Marker fo(...TRUNCATED)
"Goal: Save Paris, France to my favorite places\n\n[17] Section '', visible\n\t[19] heading 'Welcome(...TRUNCATED)
Goal: Save Paris, France to my favorite places
"[44] button 'Marker for Statue of Liberty', visible\n\tStaticText '\\uf041'\n[46] button 'Marker fo(...TRUNCATED)
signalbench-openapps:point:00003:00001
0.857375
4
"[{\"action_raw\": \"noop(500)\", \"action_text\": \"noop(500)\", \"candidate_id\": \"signalbench-op(...TRUNCATED)
signalbench-openapps:ranking:00003:00001
null
signalbench-openapps:signalbench-openapps:point:00003:00001:state
"[{\"file_name\": \"images/a4/a49ed73ea4527f3737ea62ddfd370ffd8125c6642c68359014b47d5523450187.png\"(...TRUNCATED)
"{\"episode_id\": \"1cf544a2-ded3-4547-942b-d2deb1a42555\", \"info\": {\"browsergym_reward\": 0.0, \(...TRUNCATED)
"[44] button 'Marker for Statue of Liberty', visible\n\tStaticText '\\uf041'\n[46] button 'Marker fo(...TRUNCATED)
"Goal: Save Paris, France to my favorite places\n\n[17] Section '', visible\n\t[19] heading 'Welcome(...TRUNCATED)
Goal: Save Paris, France to my favorite places
"[44] button 'Marker for Statue of Liberty', visible\n\tStaticText '\\uf041'\n[46] button 'Marker fo(...TRUNCATED)
1
0.9025
7
save_paris_to_my_favorite_places
3
0.814506
End of preview. Expand in Data Studio

SignalBench OpenApps Dense Signal Dataset

OpenApps browser-task evaluation points, Set-of-Marks screenshots, and Monte Carlo dense-signal labels under a scripted policy.

This repository contains one SignalBench dataset with two synchronized views:

  • runtime/dataset.pkl is the executable artifact used by the SignalBench benchmark code.
  • data/examples.parquet has exactly one row per benchmark example, with state/action/next-state text, renderable state_image and next_state_image columns when images exist, pointwise labels, and nested ranking candidates in ranking_candidates_json.
  • images/, when present, contains the image files referenced by the example rows.

Ground-truth labels are Monte Carlo estimates from the GT prediction JSON files under gt/. This release includes only max-aggregated Q-value and state-value labels, including pointwise and ranking variants. The Parquet export is for inspection and metadata; use the pickle for running the benchmark with SignalBench.

Counts 

{
  "evaluation_points": 94,
  "examples": 94,
  "ranking_candidates": 376,
  "ranking_points": 94,
  "scalar_label_values": 940,
  "state_image_references": 282,
  "trajectory_returns": 40,
  "unique_images": 64
}

Provenance

Derived from:

Upstream license notes:

  • OpenApps is CC BY-NC 4.0; this derived dataset is released as CC BY-NC 4.0.
Downloads last month
110
Number of rows:
94
Total file size:
111 MB