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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ValueError
Message:      could not convert string to float: 'outfit'
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1556, in _prepare_split_single
                  example = self.info.features.encode_example(record) if self.info.features is not None else record
                            ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/features/features.py", line 2244, in encode_example
                  return encode_nested_example(self, example)
                File "/usr/local/lib/python3.14/site-packages/datasets/features/features.py", line 1518, in encode_nested_example
                  {k: encode_nested_example(schema[k], obj.get(k), level=level + 1) for k in schema}
                      ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/features/features.py", line 1541, in encode_nested_example
                  return schema.encode_example(obj) if obj is not None else None
                         ~~~~~~~~~~~~~~~~~~~~~^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/features/features.py", line 581, in encode_example
                  return float(value)
              ValueError: could not convert string to float: 'outfit'
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1379, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 956, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1401, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1579, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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benchmark
string
method
string
seed
int64
prompt_set
string
group
float64
concept_id
string
prompt_idx
int64
prompt
string
image
image
width
int64
height
int64
original_sha256
string
sha256
string
gpt51_SI
int64
gpt51_TF
float64
gpt51_PF
int64
gpt51_VQ
int64
gpt51_SBD
float64
gpt51_CN
float64
gpt51_avg
float64
dreamsim
float64
clip_i
float64
clip_t
float64
rubric
string
claude_SI
float64
claude_PF
float64
claude_VQ
float64
claude_SBD
float64
claude_CN
float64
claude_avg
float64
gemini_SI
float64
gemini_PF
float64
gemini_VQ
float64
gemini_SBD
float64
gemini_CN
float64
gemini_avg
float64
llm_avg
float64
claude_TF
float64
gemini_TF
float64
dreambooth30
vanilla_flux
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a photo of a sks backpack
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a sks candle with cherry blossoms
1,024
1,024
57685547ab7d26a4140c65d5622138cbdf0d380c5b8e818fcf33195c75b04a9f
16c9f0df8f4b1dd7c4433d3f1a50df4c1fe756c3414b6b73d46fbc6d4fe8f048
1
null
5
5
null
null
3.666667
0.308985
0.605905
0.308746
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_cat
0
a photo of a sks cat
1,024
1,024
32554cb5fc4d15e4e2bb1a1bfe357ca3e4d54f6cf4497c2768996ae084b6e415
60faa9f2f252357e23cdf6b0b338fae6aacf947acf5b8e782007f0b64d9da47d
1
null
3
5
null
null
3
0.722774
0.810719
0.226695
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_cat
1
a sks cat in a forest
1,024
1,024
b88f690a795ddcec69a661662b34ed3d599db513a22a48ca30604520f675cc5c
53a70adf7744f60af3ebc84034149f409f8fa7e2dd3dfed13068c30cc6a86a5b
3
null
5
5
null
null
4.333333
0.72532
0.866835
0.284768
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_cat
2
a sks cat on a beach
1,024
1,024
fdcc46784927005560c18b5405feb259fc8c53fde869474542ecf635bdf813c6
282c445b09149973e5555f1d93d404c3636f5a56c94cb43221cf3105026a74e6
1
null
4
5
null
null
3.333333
0.418436
0.667326
0.25039
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_cat
3
a sks cat wearing a top hat
1,024
1,024
30811511a254c2d6f16d3af8b03bb142ac42eddcc931ec060a72fd34fa59aec4
8c9c3e6917e57c7e51cae53a5197b2beb1f996883c78b258b135b6a49bd2a7c1
2
null
5
5
null
null
4
0.575041
0.766965
0.299465
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_cat
4
a sks cat with cherry blossoms
1,024
1,024
b295fcbb80166dd562606c87e54178d8ec0bb6d8597a6ea93eaae74780e0d617
57bca8396a8a80bf200fc0c365dc0ba36cccc6dae9cc44d77854bcfd8254dabd
1
null
4
5
null
null
3.333333
0.441634
0.662695
0.258208
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_cat2
0
a photo of a sks cat
1,024
1,024
32554cb5fc4d15e4e2bb1a1bfe357ca3e4d54f6cf4497c2768996ae084b6e415
60faa9f2f252357e23cdf6b0b338fae6aacf947acf5b8e782007f0b64d9da47d
1
null
3
5
null
null
3
0.506517
0.767644
0.226695
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_cat2
1
a sks cat in a forest
1,024
1,024
b88f690a795ddcec69a661662b34ed3d599db513a22a48ca30604520f675cc5c
53a70adf7744f60af3ebc84034149f409f8fa7e2dd3dfed13068c30cc6a86a5b
1
null
5
5
null
null
3.666667
0.486129
0.740989
0.284768
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_cat2
2
a sks cat on a beach
1,024
1,024
fdcc46784927005560c18b5405feb259fc8c53fde869474542ecf635bdf813c6
282c445b09149973e5555f1d93d404c3636f5a56c94cb43221cf3105026a74e6
1
null
4
5
null
null
3.333333
0.445389
0.635632
0.25039
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_cat2
3
a sks cat wearing a top hat
1,024
1,024
30811511a254c2d6f16d3af8b03bb142ac42eddcc931ec060a72fd34fa59aec4
8c9c3e6917e57c7e51cae53a5197b2beb1f996883c78b258b135b6a49bd2a7c1
1
null
4
5
null
null
3.333333
0.415831
0.741713
0.299465
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_cat2
4
a sks cat with cherry blossoms
1,024
1,024
b295fcbb80166dd562606c87e54178d8ec0bb6d8597a6ea93eaae74780e0d617
57bca8396a8a80bf200fc0c365dc0ba36cccc6dae9cc44d77854bcfd8254dabd
1
null
4
5
null
null
3.333333
0.416037
0.632798
0.258208
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_clock
0
a photo of a sks clock
1,024
1,024
0da693894531547c2e29bcc59ab83ad8f7e746acfe64d81cb51f15bd1a6dd0a4
9addac740fb48c342a16ee3fb63c76dd15ef5d68b400887bb87deaaa290ef6f2
1
null
3
5
null
null
3
0.448173
0.850264
0.244767
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_clock
1
a sks clock in a forest
1,024
1,024
6ada5ae8ce2b93d87a42808b20cd794260cc9172db61c36b59cb9c474c7ff57c
c10c683c44e8078e50454c3f32077b0631a62210f438eeb5483b8669c675e2bf
1
null
5
5
null
null
3.666667
0.428855
0.785246
0.285045
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_clock
2
a sks clock on a beach
1,024
1,024
ce8f00397570e61f5b8a81051437ec1743c07b488fbe0cb33be87393fe52db5b
82be81f1e59b7ede2a478ed89c06a73c46316bf4fdf34c902099e54fd90d7bc2
1
null
5
5
null
null
3.666667
0.531702
0.840038
0.262078
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_clock
3
a sks clock wearing a top hat
1,024
1,024
e0c26e1e57c198a0c8d8534d3ef54a47740900ed1ef41de390cc0933f6395e37
5701d467270199d3d51fe138454420f10252caf16c24c7fe2efaaa212818e483
1
null
4
5
null
null
3.333333
0.499937
0.78748
0.290195
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_clock
4
a sks clock with cherry blossoms
1,024
1,024
04fa41102d9788b566f69678925c60df95e516e718c3a346c98801ba6c68d146
ce3ba70f9f33621536a6d70485c9bc3986f74066a6b0fc0fe96a54f163c22e47
1
null
4
5
null
null
3.333333
0.491857
0.837832
0.284347
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_colorful_sneaker
0
a photo of a sks sneaker
1,024
1,024
dddf956afd9c8e83bd41ceb6bed532c3dd54a4d4780b116d6a286b44358bdc93
2d66c76f0eb536bd646b03e1be7be2927e5ccf1e13d9ffa6e381da4b70f62906
1
null
3
5
null
null
3
0.556111
0.626368
0.232692
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_colorful_sneaker
1
a sks sneaker in a forest
1,024
1,024
bde176047156f7332f14e4ffc92934c30aa09eafcbcebd1c666cfefe3015981a
a68f08f078fd430a8e06f76c78938cc0cac7fad30d63d26bbb83b6b40aae19f3
1
null
5
5
null
null
3.666667
0.538375
0.662561
0.259871
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_colorful_sneaker
2
a sks sneaker on a beach
1,024
1,024
0c5f6ffb70d549d242c79e9928443f6f8304a8919b5c94a03ebb3cf655741bff
5095f87128edf0603108b1db6cafbeb52fd85080ffa03a715f7009e5dbad5e3c
1
null
5
5
null
null
3.666667
0.472152
0.608077
0.217543
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_colorful_sneaker
3
a sks sneaker wearing a top hat
1,024
1,024
8de249a45262cd79606bdc1ca626f07c0f9789490a107541ca5f89c797981810
0c66c02ab1c438ccbd057eb4f2a37cdd34d03ad2584e8e4026a063a09d85b704
1
null
5
5
null
null
3.666667
0.386982
0.645294
0.296508
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_colorful_sneaker
4
a sks sneaker with cherry blossoms
1,024
1,024
e20782915c6593223d67685f963d3809c9283060d6a924f5236db1d5cb2ff939
d799933024662d90223e398312ea20077c5405cea5f324a4b03d7453b9e570ec
1
null
5
5
null
null
3.666667
0.463026
0.734763
0.302788
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog
0
a photo of a sks dog
1,024
1,024
ce9051f0d3b0716913e4226a2b77946d4d3446c2b1b9a2e2f7799d9606583c37
f630c7073019413c5eff3c09642ef6c8898308adc4300def880804599f33cf61
1
null
4
5
null
null
3.333333
0.537262
0.844636
0.226464
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog
1
a sks dog in a forest
1,024
1,024
ba0d4fc62fbebfed659f7ac0dc73d21c3c7332fc92de3d1091ce50b3b7c02949
cd2e9c9cf84e48a01ace6aece13f2af604198361763e67ee2057bc8e15dc395b
1
null
5
5
null
null
3.666667
0.607407
0.819463
0.239284
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog
2
a sks dog on a beach
1,024
1,024
357703b76e09a188563a7299044cbdab4a0e790e3aad8f30a06ee00681bff0c4
4815930e71344e04b4cdcf23a798d0dac8bfba1c3799e3a892018013b7bc38ab
1
null
4
5
null
null
3.333333
0.493038
0.780611
0.248798
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog
3
a sks dog wearing a top hat
1,024
1,024
74b1d0b8235881995ed56021a2592427e3bf604bd2c52de3b355d16fb6c3d78a
914dadfc0df708bbccd58d8d59d13ed4fb504b139877acaf23e138823fb74a09
1
null
4
5
null
null
3.333333
0.559094
0.764194
0.307049
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog
4
a sks dog with cherry blossoms
1,024
1,024
23364bb2008c90cd9b3f579411817b53def6d7f444793764ac33c786268f9729
f3c6b2a687de1333bb1e41d683c8d748f36125658331a5ded0707d8c3179d3d9
2
null
5
5
null
null
4
0.660767
0.841844
0.28283
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog2
0
a photo of a sks dog
1,024
1,024
ce9051f0d3b0716913e4226a2b77946d4d3446c2b1b9a2e2f7799d9606583c37
f630c7073019413c5eff3c09642ef6c8898308adc4300def880804599f33cf61
1
null
3
5
null
null
3
0.404848
0.813563
0.226464
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog2
1
a sks dog in a forest
1,024
1,024
ba0d4fc62fbebfed659f7ac0dc73d21c3c7332fc92de3d1091ce50b3b7c02949
cd2e9c9cf84e48a01ace6aece13f2af604198361763e67ee2057bc8e15dc395b
1
null
5
5
null
null
3.666667
0.525358
0.835174
0.239284
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog2
2
a sks dog on a beach
1,024
1,024
357703b76e09a188563a7299044cbdab4a0e790e3aad8f30a06ee00681bff0c4
4815930e71344e04b4cdcf23a798d0dac8bfba1c3799e3a892018013b7bc38ab
1
null
5
5
null
null
3.666667
0.390858
0.753274
0.248798
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog2
3
a sks dog wearing a top hat
1,024
1,024
74b1d0b8235881995ed56021a2592427e3bf604bd2c52de3b355d16fb6c3d78a
914dadfc0df708bbccd58d8d59d13ed4fb504b139877acaf23e138823fb74a09
1
null
5
5
null
null
3.666667
0.525735
0.737488
0.307049
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog2
4
a sks dog with cherry blossoms
1,024
1,024
23364bb2008c90cd9b3f579411817b53def6d7f444793764ac33c786268f9729
f3c6b2a687de1333bb1e41d683c8d748f36125658331a5ded0707d8c3179d3d9
1
null
4
5
null
null
3.333333
0.453142
0.753686
0.28283
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog3
0
a photo of a sks dog
1,024
1,024
ce9051f0d3b0716913e4226a2b77946d4d3446c2b1b9a2e2f7799d9606583c37
f630c7073019413c5eff3c09642ef6c8898308adc4300def880804599f33cf61
1
null
3
5
null
null
3
0.417684
0.72224
0.226464
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog3
1
a sks dog in a forest
1,024
1,024
ba0d4fc62fbebfed659f7ac0dc73d21c3c7332fc92de3d1091ce50b3b7c02949
cd2e9c9cf84e48a01ace6aece13f2af604198361763e67ee2057bc8e15dc395b
1
null
5
5
null
null
3.666667
0.435549
0.698109
0.239284
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog3
2
a sks dog on a beach
1,024
1,024
357703b76e09a188563a7299044cbdab4a0e790e3aad8f30a06ee00681bff0c4
4815930e71344e04b4cdcf23a798d0dac8bfba1c3799e3a892018013b7bc38ab
1
null
5
5
null
null
3.666667
0.427921
0.709112
0.248798
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog3
3
a sks dog wearing a top hat
1,024
1,024
74b1d0b8235881995ed56021a2592427e3bf604bd2c52de3b355d16fb6c3d78a
914dadfc0df708bbccd58d8d59d13ed4fb504b139877acaf23e138823fb74a09
1
null
4
5
null
null
3.333333
0.318539
0.638588
0.307049
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog3
4
a sks dog with cherry blossoms
1,024
1,024
23364bb2008c90cd9b3f579411817b53def6d7f444793764ac33c786268f9729
f3c6b2a687de1333bb1e41d683c8d748f36125658331a5ded0707d8c3179d3d9
1
null
5
5
null
null
3.666667
0.400859
0.665352
0.28283
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog5
0
a photo of a sks dog
1,024
1,024
ce9051f0d3b0716913e4226a2b77946d4d3446c2b1b9a2e2f7799d9606583c37
f630c7073019413c5eff3c09642ef6c8898308adc4300def880804599f33cf61
1
null
3
5
null
null
3
0.407457
0.754985
0.226464
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog5
1
a sks dog in a forest
1,024
1,024
ba0d4fc62fbebfed659f7ac0dc73d21c3c7332fc92de3d1091ce50b3b7c02949
cd2e9c9cf84e48a01ace6aece13f2af604198361763e67ee2057bc8e15dc395b
1
null
5
5
null
null
3.666667
0.412001
0.72752
0.239284
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog5
2
a sks dog on a beach
1,024
1,024
357703b76e09a188563a7299044cbdab4a0e790e3aad8f30a06ee00681bff0c4
4815930e71344e04b4cdcf23a798d0dac8bfba1c3799e3a892018013b7bc38ab
1
null
5
5
null
null
3.666667
0.37994
0.729629
0.248798
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog5
3
a sks dog wearing a top hat
1,024
1,024
74b1d0b8235881995ed56021a2592427e3bf604bd2c52de3b355d16fb6c3d78a
914dadfc0df708bbccd58d8d59d13ed4fb504b139877acaf23e138823fb74a09
1
null
5
5
null
null
3.666667
0.548125
0.684924
0.307049
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog5
4
a sks dog with cherry blossoms
1,024
1,024
23364bb2008c90cd9b3f579411817b53def6d7f444793764ac33c786268f9729
f3c6b2a687de1333bb1e41d683c8d748f36125658331a5ded0707d8c3179d3d9
1
null
4
5
null
null
3.333333
0.326068
0.731792
0.28283
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog6
0
a photo of a sks dog
1,024
1,024
ce9051f0d3b0716913e4226a2b77946d4d3446c2b1b9a2e2f7799d9606583c37
f630c7073019413c5eff3c09642ef6c8898308adc4300def880804599f33cf61
1
null
4
5
null
null
3.333333
0.510793
0.794452
0.226464
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog6
1
a sks dog in a forest
1,024
1,024
ba0d4fc62fbebfed659f7ac0dc73d21c3c7332fc92de3d1091ce50b3b7c02949
cd2e9c9cf84e48a01ace6aece13f2af604198361763e67ee2057bc8e15dc395b
1
null
5
5
null
null
3.666667
0.511856
0.754805
0.239284
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog6
2
a sks dog on a beach
1,024
1,024
357703b76e09a188563a7299044cbdab4a0e790e3aad8f30a06ee00681bff0c4
4815930e71344e04b4cdcf23a798d0dac8bfba1c3799e3a892018013b7bc38ab
1
null
4
5
null
null
3.333333
0.435939
0.721551
0.248798
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog6
3
a sks dog wearing a top hat
1,024
1,024
74b1d0b8235881995ed56021a2592427e3bf604bd2c52de3b355d16fb6c3d78a
914dadfc0df708bbccd58d8d59d13ed4fb504b139877acaf23e138823fb74a09
1
null
4
5
null
null
3.333333
0.518588
0.739712
0.307049
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog6
4
a sks dog with cherry blossoms
1,024
1,024
23364bb2008c90cd9b3f579411817b53def6d7f444793764ac33c786268f9729
f3c6b2a687de1333bb1e41d683c8d748f36125658331a5ded0707d8c3179d3d9
1
null
5
5
null
null
3.666667
0.563271
0.779887
0.28283
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog7
0
a photo of a sks dog
1,024
1,024
ce9051f0d3b0716913e4226a2b77946d4d3446c2b1b9a2e2f7799d9606583c37
f630c7073019413c5eff3c09642ef6c8898308adc4300def880804599f33cf61
1
null
4
5
null
null
3.333333
0.455921
0.829915
0.226464
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog7
1
a sks dog in a forest
1,024
1,024
ba0d4fc62fbebfed659f7ac0dc73d21c3c7332fc92de3d1091ce50b3b7c02949
cd2e9c9cf84e48a01ace6aece13f2af604198361763e67ee2057bc8e15dc395b
1
null
5
5
null
null
3.666667
0.504816
0.833115
0.239284
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog7
2
a sks dog on a beach
1,024
1,024
357703b76e09a188563a7299044cbdab4a0e790e3aad8f30a06ee00681bff0c4
4815930e71344e04b4cdcf23a798d0dac8bfba1c3799e3a892018013b7bc38ab
1
null
5
5
null
null
3.666667
0.453315
0.807622
0.248798
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog7
3
a sks dog wearing a top hat
1,024
1,024
74b1d0b8235881995ed56021a2592427e3bf604bd2c52de3b355d16fb6c3d78a
914dadfc0df708bbccd58d8d59d13ed4fb504b139877acaf23e138823fb74a09
2
null
5
5
null
null
4
0.601901
0.755308
0.307049
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog7
4
a sks dog with cherry blossoms
1,024
1,024
23364bb2008c90cd9b3f579411817b53def6d7f444793764ac33c786268f9729
f3c6b2a687de1333bb1e41d683c8d748f36125658331a5ded0707d8c3179d3d9
1
null
5
5
null
null
3.666667
0.459765
0.772845
0.28283
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog8
0
a photo of a sks dog
1,024
1,024
ce9051f0d3b0716913e4226a2b77946d4d3446c2b1b9a2e2f7799d9606583c37
f630c7073019413c5eff3c09642ef6c8898308adc4300def880804599f33cf61
1
null
4
5
null
null
3.333333
0.670693
0.852451
0.226464
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog8
1
a sks dog in a forest
1,024
1,024
ba0d4fc62fbebfed659f7ac0dc73d21c3c7332fc92de3d1091ce50b3b7c02949
cd2e9c9cf84e48a01ace6aece13f2af604198361763e67ee2057bc8e15dc395b
1
null
5
5
null
null
3.666667
0.623518
0.842631
0.239284
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog8
2
a sks dog on a beach
1,024
1,024
357703b76e09a188563a7299044cbdab4a0e790e3aad8f30a06ee00681bff0c4
4815930e71344e04b4cdcf23a798d0dac8bfba1c3799e3a892018013b7bc38ab
1
null
5
5
null
null
3.666667
0.640222
0.822769
0.248798
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog8
3
a sks dog wearing a top hat
1,024
1,024
74b1d0b8235881995ed56021a2592427e3bf604bd2c52de3b355d16fb6c3d78a
914dadfc0df708bbccd58d8d59d13ed4fb504b139877acaf23e138823fb74a09
1
null
4
5
null
null
3.333333
0.446687
0.729367
0.307049
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_dog8
4
a sks dog with cherry blossoms
1,024
1,024
23364bb2008c90cd9b3f579411817b53def6d7f444793764ac33c786268f9729
f3c6b2a687de1333bb1e41d683c8d748f36125658331a5ded0707d8c3179d3d9
1
null
4
5
null
null
3.333333
0.478961
0.750251
0.28283
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_duck_toy
0
a photo of a sks toy
1,024
1,024
4ab395428383a9bbffcd332c36f1b7944b23fe05143973ed92464b72837cd945
059b901d0959147259f0395e5774bf5623b0e12ed63541cba5a98377c266ebad
1
null
2
5
null
null
2.666667
0.208466
0.60717
0.243495
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_duck_toy
1
a sks toy in a forest
1,024
1,024
7a6481c800f828bbc9a887f9264b01b39d6768160f09283676f23c21c0225ed9
729f77f089beca091beca106a82499a2c387454bf35d00265fbd2796c64f8b19
1
null
4
5
null
null
3.333333
0.227803
0.560223
0.297904
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_duck_toy
2
a sks toy on a beach
1,024
1,024
c15b9246829a3f0e875f32106d3d92485c316f2104f082350fcf9d45b6e11f06
d071e136378c69baa4701dda1db62aeae11ea58a0b291b3a99c9b0ed06ad8324
1
null
3
5
null
null
3
0.242952
0.623669
0.270095
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_duck_toy
3
a sks toy wearing a top hat
1,024
1,024
e943a322feba6b41ecc254ef59590c888011fdc5a1cb578e3366d09f289c2679
00cd62c1b1e260e988220f2be8dc1e77a6b726e8bb0f3c50af730083df73a9ce
1
null
3
5
null
null
3
0.275355
0.637851
0.243695
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_duck_toy
4
a sks toy with cherry blossoms
1,024
1,024
d52656c85db766d39cabaa7d555bb0c5c451bb9a057ee3225263439bb852ae26
00412176d589c2db88f3ff8d1d950a02d21bfbc53934e5a3d444c22c2493d51a
1
null
3
5
null
null
3
0.172323
0.556163
0.339839
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_fancy_boot
0
a photo of a sks boot
1,024
1,024
626b8e217dcc37333ea1b9d1101e0ffe3c76d5faf8f9db89a46f5b0c4a7d1a2e
ea37a402d9a784af561d9f2cc9cedefd4a9a063c1cb842b5512c77cb59d2eeae
1
null
3
5
null
null
3
0.362129
0.646811
0.241376
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_fancy_boot
1
a sks boot in a forest
1,024
1,024
16483904d0901f2bc94768bc9583b4b5e3f62d5cb6826dc1f06d26fc226ce3bd
88c1d5f988d850c4e48d5abab1e7b87d7d24cfa9aa89883d0ba58808050149b5
1
null
5
5
null
null
3.666667
0.361909
0.63012
0.273034
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_fancy_boot
2
a sks boot on a beach
1,024
1,024
a3954f376b811f0a2ae7df1a2cbaf1a3e58f59291fc02666b3d86879301bc502
1c6f65a5eb448f1ac7dccb1dbf61cd1b52289139d9c0a33a0385ab9921b0082e
1
null
4
5
null
null
3.333333
0.41542
0.650206
0.231975
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_fancy_boot
3
a sks boot wearing a top hat
1,024
1,024
46f61fad59da849c6185adea9e1d2d78379de5cd4e6c85d558b2c7664e72941e
218853a695ab5d1c225f8718ed1789eadc15b44b676761e81770b1e4f6f4e917
1
null
5
5
null
null
3.666667
0.415944
0.638152
0.318842
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_fancy_boot
4
a sks boot with cherry blossoms
1,024
1,024
5c0b7c05df14d7b13aa8e711d3026f898511f86cf212a6ab4e62ca77982e87a8
4e4df9f95a8765c80b4440422a650118cdbd3a859a36291379c3145d0ab3c4b1
1
null
4
5
null
null
3.333333
0.381161
0.66954
0.286353
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_grey_sloth_plushie
0
a photo of a sks stuffed animal
1,024
1,024
dca39b82e216363e20d45bb0d91b65328615943ab9d1c7490f9be067cf2c5473
e022ed131eaaab7363b462ec6d97c22581df4e3e2affd44e86bd4dbd82d011a7
1
null
3
5
null
null
3
0.488991
0.712411
0.230961
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_grey_sloth_plushie
1
a sks stuffed animal in a forest
1,024
1,024
4968d00fd2f351325f86051047eaf4a9df076956b38346c85df05d9f58005210
5cb897c98ab9ee8969d980d5197db0475725eae45531dc37cd0a5db167f6d6a7
1
null
4
5
null
null
3.333333
0.543641
0.715014
0.271881
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_grey_sloth_plushie
2
a sks stuffed animal on a beach
1,024
1,024
7c0a154c1b8daa2cf693b36f236bd1750f2441c583b5e300311f15f30098a793
d961c67945945d0124fa59927a63c669a15fdf5fe5a566680f572d6b96d58c06
1
null
4
5
null
null
3.333333
0.52418
0.678952
0.239174
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_grey_sloth_plushie
3
a sks stuffed animal wearing a top hat
1,024
1,024
a627d3b815f671c6172e24ded91619dbf5a4a892c40949cc4aefced49ded149a
9c3aa797c05cf569ffa9e5562aede74fde09e3450c7291b2982f67a5d1d6a394
1
null
3
5
null
null
3
0.360119
0.622245
0.242852
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
dreambooth30
vanilla_flux
42
vanilla_sks
null
db_grey_sloth_plushie
4
a sks stuffed animal with cherry blossoms
1,024
1,024
ce7a0ff0faf327ce86ee628c0f95bad613974fd8b09e412c141402519596667c
722c5c0116a79cb44e45fe1f8f27f5995a2b0b15fff2667f571624251913825d
1
null
3
5
null
null
3
0.489259
0.638839
0.234363
identity_legacy_si_pf_vq
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
End of preview.

LITHE evaluation images and per-image judge outputs

This dataset contains every generated image behind Table 1 (tab:db30-pareto) and the multi-seed appendix tables of the LITHE paper. Each image comes with the raw output of the three LLM judges that scored it (GPT-5.1, Claude Sonnet 4.6, Gemini 2.5 Flash): the integer score for each rubric dimension and the free-text reason (and, on SC-40, description) fields the judge returned. With these files the paper's judge-based numbers can be audited image by image, and the images can be rescored with a different judge.

Code, prompts, judge prompt templates and the per-prompt score tables: https://github.com/JianJiang1995/LITHE (artifacts/). Pretrained LITHE adapters: https://huggingface.co/Fanjue/LITHE.

Contents

benchmark images methods x runs prompts per concept
DreamBooth-30 (dreambooth30) 4,650 10 x 3, plus vanilla FLUX x 1 5
CC101-20 (cc101_20) 3,100 10 x 3, plus vanilla FLUX x 1 5
SCIdentity (scidentity) 3,100 10 x 3, plus vanilla FLUX x 1 5
SC-40 (sc40) 5,720 10 x 3, plus vanilla FLUX x 1 5 (DyLoRA and LoRA-FA: 3)
total 16,570

Methods (method): lora, lithe, dora, vera, adalora, qlora_nf4, dylora, lora_fa, loraxs, tlora, and vanilla_flux (FLUX.1-dev without an adapter). seed is the training seed of the run: 42, 1 and 7 for LoRA and LITHE; 42, 43 and 44 for the other adapters; 42 for vanilla FLUX. All adapters are rank 16 on FLUX.1-dev.

images/<benchmark>/<method>/seed_<seed>/<concept_id>__p<prompt_idx>.jpg
judges/<benchmark>.jsonl
metadata.csv
SHA256SUMS

The row set is identical to artifacts/results/*_per_prompt.csv in the code repository: one image per (benchmark, method, seed, concept_id, prompt_idx) row, and every row there has an image here.

Images

All images are FLUX.1-dev outputs at 1024 x 1024. They were re-encoded to JPEG (quality 92) from the original output files, writing the pixels only, so no EXIF, XMP, ICC or other metadata is carried over. The original files were JPEGs as well; original_sha256 in metadata.csv is the SHA256 of the original file as it was evaluated, and sha256 is the SHA256 of the file in this dataset. Because of the re-encoding, pixel values differ slightly from the evaluated files, so a rescore of these JPEGs is close to but not bit-identical with what the judges saw.

No training or reference images are included. Images are generated outputs only.

  • DreamBooth-30 and CC101-20 subjects come from the public DreamBooth and CustomConcept101 datasets; their reference images are available from the original authors.
  • SCIdentity subjects are synthetic, rare animal-like individuals.
  • SC-40 covers five axes (outfit, lighting, pose, painter style, anime style). The people shown in SC-40 images (in particular on the outfit and pose axes) are synthetic and were generated by FLUX.1-dev; they do not depict real persons.
  • The SCIdentity and SC-40 training/reference images are not part of this release; their construction is described in the paper appendix.

judges/<benchmark>.jsonl

One JSON object per image:

field meaning
benchmark, method, seed, concept_id, prompt_idx row key, as in the code repository
prompt_set prompt list the image was generated from (see artifacts/results/README.md)
group SC-40 axis, null elsewhere
prompt the generation prompt, including the trigger token
image relative path of the image in this dataset
rubric identity (SI, PF, VQ, SBD, CN), sc40 (TF, PF, VQ), or identity_legacy_si_pf_vq (see below)
judges one entry per judge: gpt51, claude, gemini

Each judge entry has:

field meaning
model GPT-5.1, Claude Sonnet 4.6 or Gemini 2.5 Flash
scores integer 1-5 score per rubric dimension
description SC-40 only: the judge's description of references vs. generated image
reason the judge's justification text, verbatim
raw_response the complete reply text as returned by the API (Claude and Gemini), including any Markdown code fence; null for GPT-5.1
followup_fields present when the first reply omitted these score fields; their values come from the single score-only follow-up request (Claude, 154 images)

GPT-5.1 was run in JSON output mode and its reply was stored as the parsed JSON fields (scores, description, reason); the reply string itself was not kept, so raw_response is null for GPT-5.1. One Claude reply (scidentity, loraxs, seed 43, glass_gill_axolotl_cat, prompt 4) contained scores but no reason; its reason is the empty string.

Rubric dimensions. Identity benchmarks: SI subject identity, PF prompt following, VQ visual quality, SBD subject-background disentanglement, CN class naturalness. SC-40: TF target fidelity, PF prompt following, VQ visual quality.

Vanilla FLUX is scored by GPT-5.1 only. On DreamBooth-30 and CC101-20 its images were generated from the vanilla_sks prompts and scored with an earlier GPT-5.1 rubric that returned SI, PF and VQ plus description and reason (rubric = identity_legacy_si_pf_vq); on SCIdentity and SC-40 it uses the same rubrics as the adapters.

Each judge entry is the call whose scores enter the paper tables, taken from the same result files as artifacts/results/*_per_prompt.csv, and raw_response is the reply of that same call. For 706 images (GPT-5.1 44, Claude 642, Gemini 20 judge entries) the evaluation logs also hold earlier or partial re-runs with the same scores and different text; those are not included.

metadata.csv

One row per image: the row key, prompt, file_name (image path), width, height, original_sha256, sha256, rubric, all per-judge rubric scores and averages (gpt51_*, claude_*, gemini_*, llm_avg) and the embedding metrics (dreamsim, clip_i, clip_t), with the same values as artifacts/results/*_per_prompt.csv. Columns that do not apply to a row are empty. artifacts/results/aggregate.py in the code repository reproduces Table 1 and the appendix tables from these values.

Judging protocol

GPT-5.1 was called through the OpenAI chat-completions API at temperature 0 with JSON output mode, image detail high, and max_completion_tokens 300 (identity) / 400 (SC-40). Claude Sonnet 4.6 and Gemini 2.5 Flash were called through an OpenAI-compatible endpoint at temperature 0 with the same prompt text and image order, without JSON mode; when a reply omitted a score field, the missing fields were requested once more with a short score-only follow-up on the same images.

The identity rubric shows the judge the subject's first training image (REFERENCE:) and the generated image (GENERATED:). The SC-40 rubric shows two reference images of the concept and the generated image. Per-image LLM-avg is the mean of the three judges' dimension means.

Rescoring with another judge

The judge prompt templates and a minimal judge script are in artifacts/judge/ of https://github.com/JianJiang1995/LITHE. The script talks to any OpenAI-compatible chat-completions endpoint, configured through OPENAI_API_KEY and OPENAI_BASE_URL:

git clone https://github.com/JianJiang1995/LITHE && cd LITHE/artifacts/judge
export OPENAI_API_KEY=...            # and OPENAI_BASE_URL for a non-OpenAI endpoint
# identity benchmarks: one reference image (the subject's first training image)
python judge.py --rubric identity --model <judge-model> \
    --image <dataset>/images/dreambooth30/lithe/seed_42/db_cat__p0.jpg \
    --ref <dreambooth>/cat/00.jpg --prompt "a photo of a <v_sub_001> cat" --class-name cat
# SC-40: two reference images of the concept
python judge.py --rubric sc40 --model <judge-model> --image <image> --ref <ref1> --ref <ref2> \
    --group anime_style --concept candy_glass_cyber_cel --prompt "<prompt from the jsonl>"

Take prompt from judges/<benchmark>.jsonl, the class word and trigger from artifacts/prompts/<benchmark>.csv, and pass --no-json-mode --detail '' for endpoints that reject JSON mode. Reference images are needed for the identity and target-fidelity dimensions and are not part of this dataset (see Images above). Prompt following and visual quality can be rescored from the prompt and image alone with a rubric of your own.

License

The images are outputs of FLUX.1-dev and are released under the FLUX.1 [dev] Non-Commercial License (https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md). The judge texts are model outputs released for research use under the same non-commercial terms. DreamBooth and CustomConcept101 subjects remain subject to the terms of their original datasets.

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