Beyond One World: Benchmarking Super Heros in Role-Playing Across Multiversal Contexts
Paper
• 2510.14351 • Published
• 2
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'Attributes'})
This happened while the csv dataset builder was generating data using
hf://datasets/augustus2011/beyond_one_world-heros/heros_profile_aa.csv (at revision 5942e0429fb8e2f57cbc7b6223a516567f764e12)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
UID: int64
Name: string
CID: int64
Source: string
Attributes: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 806
to
{'UID': Value('int64'), 'Name': Value('string'), 'CID': Value('int64'), 'Source': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1455, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1054, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'Attributes'})
This happened while the csv dataset builder was generating data using
hf://datasets/augustus2011/beyond_one_world-heros/heros_profile_aa.csv (at revision 5942e0429fb8e2f57cbc7b6223a516567f764e12)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
UID int64 | Name string | CID int64 | Source string |
|---|---|---|---|
1 | Tony Stark “Iron Man” | 1 | ['MCU: The Heroes','avengers endgame(2019)'] |
1 | Tony Stark “Iron Man” | 2 | ['Marvel Comics', 'earth 616'] |
1 | Tony Stark “Iron Man” | 3 | ['What If...? SS1 Ep 6','What If... Killmonger Rescued Tony Stark?'] |
2 | Peter Parker "Spider-Man" | 4 | ['MCU: The Heroes', 'spider man no way home (2021)'] |
2 | Peter Parker "Spider-Man" | 5 | ['MCU: The Heroes','The Amazing Spider-Man 2 (2014)'] |
2 | Peter Parker "Spider-Man" | 6 | ['MCU: The Heroes','spider man (2007)'] |
3 | Steve Rogers "Captain America" | 7 | ['MCU: The Heroes', 'avengers endgame (2019)'] |
3 | Steve Rogers “Captain America” | 8 | ['Marvel Comics','earth 616'] |
3 | Steve Rogers “Captain America” | 9 | ['Animated Series','X-Men(1993): The Animated Series S2E04'] |
4 | Thor Odinson "Thor" | 10 | ['MCU: The Heroes','thor love and thunder(2022)'] |
4 | Thor Odinson "Thor" | 11 | ['Marvel Comics','earth 616'] |
4 | Thor Odinson "Thor" | 12 | ['What If...? SS1 Ep 7','What If... Thor Were an Only Child?'] |
5 | Dr.Robert Bruce Banner "Hulk" | 13 | ['MCU: The Heroes','she hulk(2022)'] |
5 | Dr.Robert Bruce Banner "Hulk" | 14 | ['Marvel Comics', 'earth 616'] |
5 | Dr.Robert Bruce Banner "Hulk" | 15 | ['Universal Pictures','Hulk (2003)'] |
6 | Matt Murdock "Daredevil" | 16 | ['Marvel TV series','Daredevil (2018)'] |
6 | Matt Murdock "Daredevil" | 17 | ['Marvel Comics', 'earth 616'] |
6 | Matt Murdock "Daredevil" | 18 | ['20th Century Fox','Daredevil (2003)'] |
7 | Peter Quill "Star-Lord" | 19 | ['MCU: The Heroes', 'guardians of the galaxy (2023)'] |
7 | Peter Quill “Star-Lord” | 20 | ['Marvel Comics', 'earth 616'] |
7 | Peter Quill “Star-Lord” | 21 | ['marvel game','Marvel's Guardians of the Galaxy (2021)'] |
8 | Natasha Romanoff “Black Widow” | 22 | ['Marvel Comics','earth 616'] |
8 | Natasha Romanoff "Black Widow" | 23 | ['MCU: The Heroes','Black Widow (2021)'] |
8 | Natasha Romanoff "Black Widow" | 24 | ['What If...? SS1 Ep 3','What If... The World Lost Its Mightiest Heroes?'] |
9 | Stephen Strange "Doctor Strange" | 25 | ['MCU: The Heroes','Doctor Strange in the Multiverse of Madness (2022)'] |
9 | Stephen Strange “Doctor Strange” | 26 | ['Marvel Comics','earth 616'] |
9 | Steven Strange “Doctor Strange” | 27 | ['Universal Television','Dr. Strange (1978)'] |
10 | Clint Barton “Hawkeye” | 28 | ['MCU: The Heroes','Marvel Cinematic Universe television series','Hawkeye (2021)'] |
10 | Clint Barton “Hawkeye” | 29 | ['Marvel Comics','earth 616'] |
10 | Clint Barton "Hawkeye" | 30 | ['What If...? SS1 Ep 3','What If... The World Lost Its Mightiest Heroes?'] |
11 | King T’Challa “Black Panther” | 31 | ['MCU: The Heroes', 'Black Panther (2018)'] |
11 | T’Challa “Black Panther” | 32 | ['Marvel Comics', 'earth 616'] |
11 | T'Challa "Black Panther" | 33 | ['What If...? SS1 Ep 2','What If... T'Challa Became a Star-Lord?'] |
12 | Scott Lang "Ant-Man" | 34 | ['Marvel Comics','earth 616'] |
12 | Scott Lang "Ant-Man" | 35 | ['MCU: The Heroes','Ant-Man and the Wasp: Quantumania(2023)'] |
12 | Scott Lang “Ant-Man” | 36 | ['What If...? SS 2 Episode 8','What If... The Avengers Assembled in 1602?'] |
13 | Johnny Storm "Human Torch" | 37 | ['MCU: The Heroes','Deadpool & Wolverine (2024)'] |
13 | Johnny Storm "Human Torch" | 38 | ['Marvel Comics', 'earth 616'] |
13 | Johnny Storm "Human Torch" | 39 | ['20th Century Fox','Fantastic Four (2015)'] |
14 | Rocket Raccoon | 40 | ['MCU: The Heroes','guardians of the galaxy (2023)'] |
14 | Rocket Raccoon | 41 | ['Marvel Comics', 'earth 616'] |
14 | Rocket Raccoon | 42 | ['Marvel Animated Universe','The Avengers: Earth's Mightiest Heroes (2010)'] |
15 | Sam Wilson “Captain America” | 43 | ['MCU: The Heroes','Captain America: Brave New World (2025)'] |
15 | Sam Wilson "Captain America" | 44 | ['Marvel Comics', 'earth 616'] |
15 | Samuel Wilson "falcon" | 45 | ['Marvel Comics', 'earth 1610'] |
16 | Kal-El "Superman" | 46 | ['DC Comics', 'Mainstream Universe', '1986-present'] |
16 | Clark Kent “Superman” | 47 | ['DC Extended Universe', 'justice league snyder cut (2017)'] |
16 | ClarkKent "Superman" | 48 | ['DC Animated Universe (Timmverse/Deniverse)','Justice League (2001)'] |
17 | Bruce Wayne "Batman" | 49 | ['DC Extended Universe', 'The Flash (2023)','justice league snyder cut (2017)'] |
17 | Bruce Wayne "Batman" | 50 | ['DC Extended Universe','The Dark Knight Trilogy (2005)'] |
17 | Bruce Wayne “Batman” | 51 | ['DC Extended Universe','The Batman (2022)'] |
18 | Diana Prince “Wonder Woman” | 52 | ['DC Extended Universe','The Flash (2023)'] |
18 | Diana Prince "Wonder Woman" | 53 | ['DC Animated Universe (Timmverse/Deniverse)','Justice League (2001)'] |
18 | Diana Prince "Wonder Woman" | 54 | ['DC Comics','Mainstream Universe 2011-present'] |
19 | Barry Allen “The Flash” | 55 | ['DC Extended Universe', 'The Flash (2023)'] |
19 | Barry Allen "The Flash" | 56 | ['Arrowverse','earth1','The Flash (2014)'] |
19 | Barry Allen (Earth-2) | 57 | ['Arrowverse','earth2','The Flash (2014)'] |
20 | Arthur Curry “Aquaman” | 58 | ['DC Extended Universe', 'The Flash (2023)'] |
20 | Arthur Curry “Aquaman” | 59 | ['DC Comics','Mainstream Universe 2011-present'] |
20 | Arthur Curry "Aquaman" | 60 | ['animated television series ','Batman: The Brave and the Bold (2008)'] |
21 | Victor Stone "Cyborg" | 61 | ['DC Comics','Mainstream Universe 2011-present'] |
21 | Victor Stone "Cyborg" | 62 | ['DC Extended Universe','The Flash (2023)'] |
21 | Victor Stone "Cyborg" | 63 | ['DC Animated Universe','Teen Titans (2003)'] |
22 | Hal Jordan "Green Lantern" | 64 | ['DC Comics','Mainstream Universe 2011-present'] |
22 | Hal Jordan "Green Lantern" | 65 | ['DC Extended Universe','Green Lantern(2011)'] |
22 | Hal Jordan "Green Lantern" | 66 | ['DC Animated Universe (Timmverse/Deniverse)','Justice League (2001)'] |
23 | Oliver Queen "Green Arrow" | 67 | ['DC Animated Universe (Timmverse/Deniverse)','Justice League (2001)'] |
23 | Oliver Queen "Green Arrow" | 68 | ['Arrowverse','Arrow season 8 (2020)'] |
23 | Oliver Queen "Green Arrow" | 69 | ['DC Comics','Mainstream Universe 2011-present'] |
24 | J'onn J'onzz "Martian Manhunter" | 70 | [ 'DC Animated Universe (Timmverse/Deniverse)','Justice League (2001)'] |
24 | J'onn J'onzz "Martian Manhunter" | 71 | ['Arrowverse','earth38','Supergirl (2015)'] |
24 | J’onn J’onnz “Martian Manhunter” | 72 | ['DC Comics', 'Mainstream Universe 1986-2011'] |
25 | Kent Nelson "Doctor Fate" | 73 | ['DC Extended Universe', 'Black Adam (2022)'] |
25 | Kent Nelson "Doctor Fate" | 74 | [ 'DC Animated Universe (Timmverse/Deniverse)','Justice League (2001)'] |
25 | Kent Nelson "Doctor Fate" | 75 | ['DC Comics','Mainstream Universe 1930s-2011'] |
26 | Kara Zor-El "Supergirl" | 76 | ['DC Comics','Mainstream Universe 2011-present'] |
26 | Kara Zor-El "Supergirl" | 77 | ['DC Extended Universe', 'The Flash (2023)'] |
26 | Kara Zor-El "Supergirl" | 78 | ['Arrowverse','earth38','Supergirl (2015)'] |
27 | John Constantine | 79 | ['DC Comics','Mainstream Universe 2011-present'] |
27 | John Constantine | 80 | ['Constantine (2014)'] |
27 | John Constantine | 81 | ['DC Animated Universe (Timmverse/Deniverse)','Constantine: City of Demons (2018)'] |
28 | Jaime Reyes "Blue Beetle" | 82 | ['DC Comics','Mainstream Universe 1986-2011'] |
28 | Jaime Reyes "Blue Beetle" | 83 | ['DC Extended Universe','Blue Beetle (2023)'] |
28 | Jaime Reyes "Blue Beetle" | 84 | [''DC Animated Universe','Young Justice (2010)'] |
29 | Barbara Gordon "Batgirl" | 85 | ['DC Comics','Mainstream Universe 2011-present'] |
29 | Barbara Gordon "Batgirl" | 86 | ['Harley Quinn (2019)'] |
29 | Barbara Gordon "Batgirl" | 87 | ['DC Animated Universe','Batman: The Animated Series (1992)'] |
30 | Koriand'r "Starfire" | 88 | ['Teen Titans (2003)'] |
30 | Koriand'r "Starfire" | 89 | ['DC Comics','Mainstream Universe 1950s-2011'] |
30 | Koriand'r "Starfire" | 90 | ['Teen Titans Go!(2013)'] |
1 | Tony Stark “Iron Man” | 1 | ['MCU: The Heroes','avengers endgame(2019)'] |
1 | Tony Stark “Iron Man” | 2 | ['Marvel Comics', 'earth 616'] |
1 | Tony Stark “Iron Man” | 3 | ['What If...? SS1 Ep 6','What If... Killmonger Rescued Tony Stark?'] |
2 | Peter Parker "Spider-Man" | 4 | ['MCU: The Heroes', 'spider man no way home (2021)'] |
2 | Peter Parker "Spider-Man" | 5 | ['MCU: The Heroes','The Amazing Spider-Man 2 (2014)'] |
2 | Peter Parker "Spider-Man" | 6 | ['MCU: The Heroes','spider man (2007)'] |
3 | Steve Rogers "Captain America" | 7 | ['MCU: The Heroes', 'avengers endgame (2019)'] |
3 | Steve Rogers “Captain America” | 8 | ['Marvel Comics','earth 616'] |
3 | Steve Rogers “Captain America” | 9 | ['Animated Series','X-Men(1993): The Animated Series S2E04'] |
4 | Thor Odinson "Thor" | 10 | ['MCU: The Heroes','thor love and thunder(2022)'] |
@misc{2510.14351,
Author = {Perapard Ngokpol and Kun Kerdthaisong and Pasin Buakhaw and Pitikorn Khlaisamniang and Supasate Vorathammathorn and Piyalitt Ittichaiwong and Nutchanon Yongsatianchot},
Title = {Beyond One World: Benchmarking Super Heros in Role-Playing Across Multiversal Contexts},
Year = {2025},
Eprint = {arXiv:2510.14351},
}