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The dataset generation failed
Error code: DatasetGenerationError
Exception: TypeError
Message: Couldn't cast array of type
struct<role: string, content: string, reasoning_content: string>
to
{'role': Value('string'), 'content': Value('string')}
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2303, in cast_table_to_schema
cast_array_to_feature(
~~~~~~~~~~~~~~~~~~~~~^
table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
feature,
^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1852, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
~~~~^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2109, in cast_array_to_feature
casted_array_values = _c(array.values, feature.feature)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1854, in wrapper
return func(array, *args, **kwargs)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2149, in cast_array_to_feature
raise TypeError(f"Couldn't cast array of type\n{_short_str(array.type)}\nto\n{_short_str(feature)}")
TypeError: Couldn't cast array of type
struct<role: string, content: string, reasoning_content: string>
to
{'role': Value('string'), 'content': Value('string')}
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 1369, 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 948, 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 1683, 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 1869, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
id string | source_id string | source_family string | scene_group string | image string | images list | image_sha256 string | task string | directed_dimension string | sampling_repeat int64 | supervision string | messages list | pseudo_label_policy dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
boundary_v1::dpc::3487::full_review | boundary_v1::dpc::3487 | dpc | dpc2022 | images/train/442d634c34911ffd18c4b3de76e346f1b8af56ffdc1c3749ce5ba44c6d140200.jpg | [
"images/train/442d634c34911ffd18c4b3de76e346f1b8af56ffdc1c3749ce5ba44c6d140200.jpg"
] | 442d634c34911ffd18c4b3de76e346f1b8af56ffdc1c3749ce5ba44c6d140200 | full_review | null | 1 | teacher_plus_independent_five_dimension_visual_audit | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\n\nUse only these dimensions:\n- framing\n- camera_position\n- subject\n- focus\n- light_exposure"
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A partial fing... | null |
boundary_v1::dpc::33629::framing::r1 | boundary_v1::dpc::33629 | dpc | dpc2022 | images/train/cc83ea9a32476a352a53a7fe17bc7efc585fb23fc050fbb116f716980375b9c1.jpg | [
"images/train/cc83ea9a32476a352a53a7fe17bc7efc585fb23fc050fbb116f716980375b9c1.jpg"
] | cc83ea9a32476a352a53a7fe17bc7efc585fb23fc050fbb116f716980375b9c1 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The insect occupies a small area near the lower center of the fra... | null |
boundary_v1::dpc::49989::framing::r1 | boundary_v1::dpc::49989 | dpc | dpc2022 | images/train/39567c17c3bc70ad415f5908d2f041b934642bc3eb2d0af999241bcf1f617d64.jpg | [
"images/train/39567c17c3bc70ad415f5908d2f041b934642bc3eb2d0af999241bcf1f617d64.jpg"
] | 39567c17c3bc70ad415f5908d2f041b934642bc3eb2d0af999241bcf1f617d64 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- Several thick dark sculpture bands extend beyond the left edge, t... | null |
boundary_v1::dpc::648963::subject::r2 | boundary_v1::dpc::648963 | dpc | dpc2022 | images/train/a5a7ad227afacdfc5045b978c2ca535a15fa1f4347ee267da9099a3f86ea50d7.jpg | [
"images/train/a5a7ad227afacdfc5045b978c2ca535a15fa1f4347ee267da9099a3f86ea50d7.jpg"
] | a5a7ad227afacdfc5045b978c2ca535a15fa1f4347ee267da9099a3f86ea50d7 | directed_dimension | subject | 2 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- Bright yellow and pink decorations occupy much of the upper half ... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:我看到的VS我拍到的如何拍出夏天的清透感/unit_006::repeat0::camera_position::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:我看到的VS我拍到的如何拍出夏天的清透感/unit_006::repeat0 | pair | architecture | images/train/03014f09a349ac4ccaa6dedddd4c2af4e82c4e261c29b684c1e3762382ad013b.png | [
"images/train/03014f09a349ac4ccaa6dedddd4c2af4e82c4e261c29b684c1e3762382ad013b.png"
] | 03014f09a349ac4ccaa6dedddd4c2af4e82c4e261c29b684c1e3762382ad013b | directed_dimension | camera_position | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the camera_position dimension."
},
{
"role": "assistant",
"content": "Dimension: camera_position\nVisible evidence:\n- A large stone post in the foreground occupies muc... | null |
boundary_v1::dpc::17588::full_review | boundary_v1::dpc::17588 | dpc | dpc2022 | images/train/4d219adddfa50f5d496a6de39e540716bf8153f8700ff7ac7611f57b0186f99d.jpg | [
"images/train/4d219adddfa50f5d496a6de39e540716bf8153f8700ff7ac7611f57b0186f99d.jpg"
] | 4d219adddfa50f5d496a6de39e540716bf8153f8700ff7ac7611f57b0186f99d | full_review | null | 1 | teacher_plus_independent_five_dimension_visual_audit | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\n\nUse only these dimensions:\n- framing\n- camera_position\n- subject\n- focus\n- light_exposure"
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The upper yell... | null |
boundary_v1::dpc::135462::framing::r1 | boundary_v1::dpc::135462 | dpc | dpc2022 | images/train/f75dfdd6eda63e06d9c3ef1adde4867622cbb93e664cca55e474ec8aa51618c6.jpg | [
"images/train/f75dfdd6eda63e06d9c3ef1adde4867622cbb93e664cca55e474ec8aa51618c6.jpg"
] | f75dfdd6eda63e06d9c3ef1adde4867622cbb93e664cca55e474ec8aa51618c6 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The face occupies the left half of the frame.\n- A large uninterr... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::237::repeat0::camera_position::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::237::repeat0 | pair | portrait | images/train/93c4e31369701d4ced66d6cdb2389dc06405d7102a6215d54ef7e0f3a42314e3.jpg | [
"images/train/93c4e31369701d4ced66d6cdb2389dc06405d7102a6215d54ef7e0f3a42314e3.jpg"
] | 93c4e31369701d4ced66d6cdb2389dc06405d7102a6215d54ef7e0f3a42314e3 | directed_dimension | camera_position | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the camera_position dimension."
},
{
"role": "assistant",
"content": "Dimension: camera_position\nVisible evidence:\n- The hotpot vessel occupies most of the lower half... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::yt:ADiPw59lcr4:3::repeat1::camera_position::r2 | boundary_v1::pair::pairgate_dpc_v1::pair::yt:ADiPw59lcr4:3::repeat1 | pair | portrait | images/train/f9a8f5d7f8a93e4c5503ec9955431aa9da15151d3701abdd570d17d82db3686f.png | [
"images/train/f9a8f5d7f8a93e4c5503ec9955431aa9da15151d3701abdd570d17d82db3686f.png"
] | f9a8f5d7f8a93e4c5503ec9955431aa9da15151d3701abdd570d17d82db3686f | directed_dimension | camera_position | 2 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the camera_position dimension."
},
{
"role": "assistant",
"content": "Dimension: camera_position\nVisible evidence:\n- The storefront columns and upper façade recede st... | null |
boundary_v1::dpc::230367::light_exposure::r1 | boundary_v1::dpc::230367 | dpc | dpc2022 | images/train/8fedfc32fae9afc4b29e06d24c8cf9dc9672423a240f2772b61f0635e91f2198.jpg | [
"images/train/8fedfc32fae9afc4b29e06d24c8cf9dc9672423a240f2772b61f0635e91f2198.jpg"
] | 8fedfc32fae9afc4b29e06d24c8cf9dc9672423a240f2772b61f0635e91f2198 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- Bright sun patches cross the forehead, nose bridge,... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:考考你的摄影眼5张图教你拍大片/unit_001::repeat0::camera_position::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:考考你的摄影眼5张图教你拍大片/unit_001::repeat0 | pair | street | images/train/ae8d330e1fc507dfc1594b52a80ed547cd0d5e4dcbb81ecbcf404c5f5d1a2e8a.png | [
"images/train/ae8d330e1fc507dfc1594b52a80ed547cd0d5e4dcbb81ecbcf404c5f5d1a2e8a.png"
] | ae8d330e1fc507dfc1594b52a80ed547cd0d5e4dcbb81ecbcf404c5f5d1a2e8a | directed_dimension | camera_position | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the camera_position dimension."
},
{
"role": "assistant",
"content": "Dimension: camera_position\nVisible evidence:\n- A large ribbed brown tube enters from the upper l... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::raw_units_extracted_douyin_portrait:7572191870810557513/1::repeat0::framing::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::raw_units_extracted_douyin_portrait:7572191870810557513/1::repeat0 | pair | landscape | images/train/e688a60c1f87462a332b0d722b06ac7445d3321914258879e0069c1c1362ec4a.png | [
"images/train/e688a60c1f87462a332b0d722b06ac7445d3321914258879e0069c1c1362ec4a.png"
] | e688a60c1f87462a332b0d722b06ac7445d3321914258879e0069c1c1362ec4a | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A large partial hand enters from the left edge and occupies much ... | null |
boundary_v1::dpc::1927::focus::r1 | boundary_v1::dpc::1927 | dpc | dpc2022 | images/train/36d501b2f9ed0a9ba8bea52f866fd4787d4bf0786d5160de59c6a6e3e8fda4f5.jpg | [
"images/train/36d501b2f9ed0a9ba8bea52f866fd4787d4bf0786d5160de59c6a6e3e8fda4f5.jpg"
] | 36d501b2f9ed0a9ba8bea52f866fd4787d4bf0786d5160de59c6a6e3e8fda4f5 | directed_dimension | focus | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the focus dimension."
},
{
"role": "assistant",
"content": "Dimension: focus\nVisible evidence:\n- Edges around the singer's face and hair appear soft rather than crisp... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0350::crop_focus::framing::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0350::crop_focus | compound | street | images/train/49361fb32bcd4ac60301dba065bc238f1950789ebb9fdd1630d67f6ef20ab822.jpg | [
"images/train/49361fb32bcd4ac60301dba065bc238f1950789ebb9fdd1630d67f6ef20ab822.jpg"
] | 49361fb32bcd4ac60301dba065bc238f1950789ebb9fdd1630d67f6ef20ab822 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The large red foreground figure is cut by the top edge, right edg... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::yt:hw3TVF5HS6o:21::repeat0::light_exposure::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::yt:hw3TVF5HS6o:21::repeat0 | pair | architecture | images/train/e2825c9e01c2553939fce4ca04affe6db7c7aa29e1ab7f2d7de0088d2664a19b.jpg | [
"images/train/e2825c9e01c2553939fce4ca04affe6db7c7aa29e1ab7f2d7de0088d2664a19b.jpg"
] | e2825c9e01c2553939fce4ca04affe6db7c7aa29e1ab7f2d7de0088d2664a19b | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The sun is positioned directly between the center g... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::98::repeat0::camera_position::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::98::repeat0 | pair | portrait | images/train/c965078da3f19cb4f97193cac363a1947ca51149076b3d2ad03e631829e06346.jpg | [
"images/train/c965078da3f19cb4f97193cac363a1947ca51149076b3d2ad03e631829e06346.jpg"
] | c965078da3f19cb4f97193cac363a1947ca51149076b3d2ad03e631829e06346 | directed_dimension | camera_position | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the camera_position dimension."
},
{
"role": "assistant",
"content": "Dimension: camera_position\nVisible evidence:\n- The top surface of the desk is clearly visible be... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::94::repeat1::framing::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::94::repeat1 | pair | portrait | images/train/649944deb82b3859f412ff9056f5c702d79812896996a41029b07567fdf07f5c.jpg | [
"images/train/649944deb82b3859f412ff9056f5c702d79812896996a41029b07567fdf07f5c.jpg"
] | 649944deb82b3859f412ff9056f5c702d79812896996a41029b07567fdf07f5c | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- Dense red-green plants fill much of the lower left corner and ext... | null |
boundary_v1::dpc::813286::pseudo_full_review | boundary_v1::dpc::813286 | dpc | dpc2022 | images/train/1e38c6e496b49843fdd1cb8a2db1514bc0ad5dcb9073993c185ee1420f2d5863.jpg | [
"images/train/1e38c6e496b49843fdd1cb8a2db1514bc0ad5dcb9073993c185ee1420f2d5863.jpg"
] | 1e38c6e496b49843fdd1cb8a2db1514bc0ad5dcb9073993c185ee1420f2d5863 | pseudo_full_review | null | 1 | dpc_gpt54_pseudo_five_dimension_unmasked | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\n\nUse only these dimensions:\n- framing\n- camera_position\n- subject\n- focus\n- light_exposure"
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The lower thir... | {
"teacher": "gpt-5.4",
"all_five_dimensions_in_loss": true,
"loss_mask": false,
"selection": "all dimensions visually audited retain; no uncertain decision; single action per issue; issue-rich rows contain at least two issues; only a small explicit all-no-issue control set is retained"
} |
boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:我看到的VS我拍到的掌握这些万物可拍/unit_006::repeat0::full_review | boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:我看到的VS我拍到的掌握这些万物可拍/unit_006::repeat0 | pair | street | images/train/e1daf5dc1fbb00f048217978db7876183df478547a0b858e84d633e352602734.png | [
"images/train/e1daf5dc1fbb00f048217978db7876183df478547a0b858e84d633e352602734.png"
] | e1daf5dc1fbb00f048217978db7876183df478547a0b858e84d633e352602734 | full_review | null | 1 | teacher_plus_independent_five_dimension_visual_audit | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\n\nUse only these dimensions:\n- framing\n- camera_position\n- subject\n- focus\n- light_exposure"
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A thick gray p... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0262::roll_focus::focus::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0262::roll_focus | compound | portrait | images/train/4c3f720cce95d4e50060daa0b35ae43c69fcfccbdb61f2c530d31bb4bb3e92e1.jpg | [
"images/train/4c3f720cce95d4e50060daa0b35ae43c69fcfccbdb61f2c530d31bb4bb3e92e1.jpg"
] | 4c3f720cce95d4e50060daa0b35ae43c69fcfccbdb61f2c530d31bb4bb3e92e1 | directed_dimension | focus | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the focus dimension."
},
{
"role": "assistant",
"content": "Dimension: focus\nVisible evidence:\n- Facial features, including the eyes and mouth, have soft edges.\n- Th... | null |
boundary_v1::dpc::22880::framing::r1 | boundary_v1::dpc::22880 | dpc | dpc2022 | images/train/a90b388000f22db1149f635920f267395616971ec37e0a07d75a6e3f13efd8c9.jpg | [
"images/train/a90b388000f22db1149f635920f267395616971ec37e0a07d75a6e3f13efd8c9.jpg"
] | a90b388000f22db1149f635920f267395616971ec37e0a07d75a6e3f13efd8c9 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A broad light-toned grass band spans the full bottom edge.\n- Mos... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::yt:ADiPw59lcr4:3::repeat1::subject::r2 | boundary_v1::pair::pairgate_dpc_v1::pair::yt:ADiPw59lcr4:3::repeat1 | pair | portrait | images/train/f9a8f5d7f8a93e4c5503ec9955431aa9da15151d3701abdd570d17d82db3686f.png | [
"images/train/f9a8f5d7f8a93e4c5503ec9955431aa9da15151d3701abdd570d17d82db3686f.png"
] | f9a8f5d7f8a93e4c5503ec9955431aa9da15151d3701abdd570d17d82db3686f | directed_dimension | subject | 2 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- A hand-held camera in the foreground sits near the center and has... | null |
boundary_v1::dpc::867240::subject::r2 | boundary_v1::dpc::867240 | dpc | dpc2022 | images/train/a325a5dce2c6cc4b55d2f796778afd0e45c783ea3beeb47edcf44e377ff5b653.jpg | [
"images/train/a325a5dce2c6cc4b55d2f796778afd0e45c783ea3beeb47edcf44e377ff5b653.jpg"
] | a325a5dce2c6cc4b55d2f796778afd0e45c783ea3beeb47edcf44e377ff5b653 | directed_dimension | subject | 2 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- The figure is the largest and darkest element in the frame and oc... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::201::repeat0::subject::r2 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::201::repeat0 | pair | portrait | images/train/f29f685fd5871be33618ef36db8ff6f698d9ca7cf4b4d12286d1f08372db14f4.jpg | [
"images/train/f29f685fd5871be33618ef36db8ff6f698d9ca7cf4b4d12286d1f08372db14f4.jpg"
] | f29f685fd5871be33618ef36db8ff6f698d9ca7cf4b4d12286d1f08372db14f4 | directed_dimension | subject | 2 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- Both hands are placed above the eyes, with fingers crossing the f... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:我看到的vs我拍到的摄影构图北京旅行/unit_007::repeat1::light_exposure::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:我看到的vs我拍到的摄影构图北京旅行/unit_007::repeat1 | pair | street | images/train/af2e0b85442999294239a6cb1105e53833113b3785ee418572ffaa600e74001a.png | [
"images/train/af2e0b85442999294239a6cb1105e53833113b3785ee418572ffaa600e74001a.png"
] | af2e0b85442999294239a6cb1105e53833113b3785ee418572ffaa600e74001a | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The sky in the upper half is much brighter than the... | null |
boundary_v1::dpc::275157::pseudo_full_review | boundary_v1::dpc::275157 | dpc | dpc2022 | images/train/0a19ad89b43397c2d0698ed5f9ac39efd21c93d89d0991a3e16b0929a78ac575.jpg | [
"images/train/0a19ad89b43397c2d0698ed5f9ac39efd21c93d89d0991a3e16b0929a78ac575.jpg"
] | 0a19ad89b43397c2d0698ed5f9ac39efd21c93d89d0991a3e16b0929a78ac575 | pseudo_full_review | null | 1 | dpc_gpt54_pseudo_five_dimension_unmasked | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\n\nUse only these dimensions:\n- framing\n- camera_position\n- subject\n- focus\n- light_exposure"
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A very dark la... | {
"teacher": "gpt-5.4",
"all_five_dimensions_in_loss": true,
"loss_mask": false,
"selection": "all dimensions visually audited retain; no uncertain decision; single action per issue; issue-rich rows contain at least two issues; only a small explicit all-no-issue control set is retained"
} |
boundary_v1::dpc::60705::light_exposure::r1 | boundary_v1::dpc::60705 | dpc | dpc2022 | images/train/0f9011a50f9063a7aa2eb36bd93e1777ffa906021fdd8e4793d1d99b30964a58.jpg | [
"images/train/0f9011a50f9063a7aa2eb36bd93e1777ffa906021fdd8e4793d1d99b30964a58.jpg"
] | 0f9011a50f9063a7aa2eb36bd93e1777ffa906021fdd8e4793d1d99b30964a58 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- Most of the sculpture's central mass is near black ... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::233::repeat0::subject::r2 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::233::repeat0 | pair | portrait | images/train/113ab21c38bc751aa296b095fb44696c485d2b41650648b3c4387707737f3260.jpg | [
"images/train/113ab21c38bc751aa296b095fb44696c485d2b41650648b3c4387707737f3260.jpg"
] | 113ab21c38bc751aa296b095fb44696c485d2b41650648b3c4387707737f3260 | directed_dimension | subject | 2 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- The subject's mouth is open and her eyebrows are drawn together.\... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0167::crop_focus::full_review | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0167::crop_focus | compound | portrait | images/train/6a51ac8da182f4a96e7417092072e70f73203e0bf12bd2b720b03754a301b02a.jpg | [
"images/train/6a51ac8da182f4a96e7417092072e70f73203e0bf12bd2b720b03754a301b02a.jpg"
] | 6a51ac8da182f4a96e7417092072e70f73203e0bf12bd2b720b03754a301b02a | full_review | null | 1 | teacher_plus_independent_five_dimension_visual_audit | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\n\nUse only these dimensions:\n- framing\n- camera_position\n- subject\n- focus\n- light_exposure"
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A person at th... | null |
boundary_v1::dpc::2142::subject::r2 | boundary_v1::dpc::2142 | dpc | dpc2022 | images/train/5ea29ad321726dfb12b7ce26af12eab2f50075c1627bbe1eba1498279d97f324.jpg | [
"images/train/5ea29ad321726dfb12b7ce26af12eab2f50075c1627bbe1eba1498279d97f324.jpg"
] | 5ea29ad321726dfb12b7ce26af12eab2f50075c1627bbe1eba1498279d97f324 | directed_dimension | subject | 2 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- The child's face is near the center and is the largest face in th... | null |
boundary_v1::dpc::55647::focus::r1 | boundary_v1::dpc::55647 | dpc | dpc2022 | images/train/d8b0fba929804f569782ad528dda7e7da1f61238d5e03a59e87eeef579f5156e.jpg | [
"images/train/d8b0fba929804f569782ad528dda7e7da1f61238d5e03a59e87eeef579f5156e.jpg"
] | d8b0fba929804f569782ad528dda7e7da1f61238d5e03a59e87eeef579f5156e | directed_dimension | focus | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the focus dimension."
},
{
"role": "assistant",
"content": "Dimension: focus\nVisible evidence:\n- The lettering edges on both directional boards appear soft rather tha... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::117::repeat1::subject::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::117::repeat1 | pair | portrait | images/train/dc973ae808109265d8ed83ffc4139814881305cdfe2b3705c6ffde9663f0d898.jpg | [
"images/train/dc973ae808109265d8ed83ffc4139814881305cdfe2b3705c6ffde9663f0d898.jpg"
] | dc973ae808109265d8ed83ffc4139814881305cdfe2b3705c6ffde9663f0d898 | directed_dimension | subject | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- The left diner has a hand and forearm directly over the center of... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0055::crop_exposure::light_exposure::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0055::crop_exposure | compound | architecture | images/train/4eeb2f5fe550639340c896bf685475c22bd4b191f00e876916d75aace43a439a.jpg | [
"images/train/4eeb2f5fe550639340c896bf685475c22bd4b191f00e876916d75aace43a439a.jpg"
] | 4eeb2f5fe550639340c896bf685475c22bd4b191f00e876916d75aace43a439a | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The sunlit faces of the left and central columns co... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::281::repeat1::framing::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::281::repeat1 | pair | portrait | images/train/48b15f050e435c3a2f05ba33b9f703ae9d09e8aa4a3d8bdda45762a6865082ea.jpg | [
"images/train/48b15f050e435c3a2f05ba33b9f703ae9d09e8aa4a3d8bdda45762a6865082ea.jpg"
] | 48b15f050e435c3a2f05ba33b9f703ae9d09e8aa4a3d8bdda45762a6865082ea | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- Three dark circular shapes are partially visible along the bottom... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0348::crop_exposure::framing::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0348::crop_exposure | compound | street | images/train/661e2f8c7ffe84c5eeff6c6a2b1c47ebf64249b5703324640d6825b8d2402f9c.jpg | [
"images/train/661e2f8c7ffe84c5eeff6c6a2b1c47ebf64249b5703324640d6825b8d2402f9c.jpg"
] | 661e2f8c7ffe84c5eeff6c6a2b1c47ebf64249b5703324640d6825b8d2402f9c | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A dark car enters from the left boundary and bottom boundary, wit... | null |
boundary_v1::dpc::26952::light_exposure::r1 | boundary_v1::dpc::26952 | dpc | dpc2022 | images/train/680d098747dcbb72ee1ee78eede543ceb3242029c0f385dfea3ccdb41f67aa87.jpg | [
"images/train/680d098747dcbb72ee1ee78eede543ceb3242029c0f385dfea3ccdb41f67aa87.jpg"
] | 680d098747dcbb72ee1ee78eede543ceb3242029c0f385dfea3ccdb41f67aa87 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The brightest cloud regions near the upper left and... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0090::crop_exposure::full_review | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0090::crop_exposure | compound | landscape | images/train/7bf10687c753612ed5a32dd3c6f848cdb99f27092cde713a0f936473a5e7f5ec.jpg | [
"images/train/7bf10687c753612ed5a32dd3c6f848cdb99f27092cde713a0f936473a5e7f5ec.jpg"
] | 7bf10687c753612ed5a32dd3c6f848cdb99f27092cde713a0f936473a5e7f5ec | full_review | null | 1 | teacher_plus_independent_five_dimension_visual_audit | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\n\nUse only these dimensions:\n- framing\n- camera_position\n- subject\n- focus\n- light_exposure"
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A bright orang... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0351::roll_focus::framing::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0351::roll_focus | compound | street | images/train/74817fec38fb491be0be4d87c514ec07c218b12dc04b3d96ec537e631fce77aa.jpg | [
"images/train/74817fec38fb491be0be4d87c514ec07c218b12dc04b3d96ec537e631fce77aa.jpg"
] | 74817fec38fb491be0be4d87c514ec07c218b12dc04b3d96ec537e631fce77aa | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The house facades in the center and left both lean to the right r... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::251::repeat1::framing::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::251::repeat1 | pair | portrait | images/train/8037b95d75199b77edc3429a4f14882b58a7adeb8657d7b230645398512bab9a.jpg | [
"images/train/8037b95d75199b77edc3429a4f14882b58a7adeb8657d7b230645398512bab9a.jpg"
] | 8037b95d75199b77edc3429a4f14882b58a7adeb8657d7b230645398512bab9a | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The bouquet occupies the lower right foreground and its paper wra... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0056::roll_exposure::light_exposure::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0056::roll_exposure | compound | architecture | images/train/f1b8bfe3d5d7f5d7f0afd780b83f2f94ee1718a3f025f29976b9421384a67390.jpg | [
"images/train/f1b8bfe3d5d7f5d7f0afd780b83f2f94ee1718a3f025f29976b9421384a67390.jpg"
] | f1b8bfe3d5d7f5d7f0afd780b83f2f94ee1718a3f025f29976b9421384a67390 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The white cover of 'HOW WESTMINSTER WORKS' contains... | null |
boundary_v1::dpc::60705::framing::r1 | boundary_v1::dpc::60705 | dpc | dpc2022 | images/train/0f9011a50f9063a7aa2eb36bd93e1777ffa906021fdd8e4793d1d99b30964a58.jpg | [
"images/train/0f9011a50f9063a7aa2eb36bd93e1777ffa906021fdd8e4793d1d99b30964a58.jpg"
] | 0f9011a50f9063a7aa2eb36bd93e1777ffa906021fdd8e4793d1d99b30964a58 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A tan vertical strip touches the right image boundary from roughl... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::435::repeat1::subject::r2 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::435::repeat1 | pair | portrait | images/train/c319c4e9a0fc630b65dfbfad6db3978ab647a3ac61c219306ea590305f8e8d74.jpg | [
"images/train/c319c4e9a0fc630b65dfbfad6db3978ab647a3ac61c219306ea590305f8e8d74.jpg"
] | c319c4e9a0fc630b65dfbfad6db3978ab647a3ac61c219306ea590305f8e8d74 | directed_dimension | subject | 2 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- One raised hand is positioned in front of the upper torso and nea... | null |
boundary_v1::dpc::221114::light_exposure::r1 | boundary_v1::dpc::221114 | dpc | dpc2022 | images/train/dfc551bfd6c310d5458eda72383d0dfed9d7dd953852fc09083c0e7675cafb79.jpg | [
"images/train/dfc551bfd6c310d5458eda72383d0dfed9d7dd953852fc09083c0e7675cafb79.jpg"
] | dfc551bfd6c310d5458eda72383d0dfed9d7dd953852fc09083c0e7675cafb79 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- A very bright light source occupies the lower cente... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0090::crop_exposure::light_exposure::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0090::crop_exposure | compound | landscape | images/train/7bf10687c753612ed5a32dd3c6f848cdb99f27092cde713a0f936473a5e7f5ec.jpg | [
"images/train/7bf10687c753612ed5a32dd3c6f848cdb99f27092cde713a0f936473a5e7f5ec.jpg"
] | 7bf10687c753612ed5a32dd3c6f848cdb99f27092cde713a0f936473a5e7f5ec | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The pale fish near the bottom center contains a bri... | null |
boundary_v1::dpc::11027::light_exposure::r1 | boundary_v1::dpc::11027 | dpc | dpc2022 | images/train/1324d78f7930b818010897d0e2a43e8893d623bed5f0ef850bef6170f5fa53cd.jpg | [
"images/train/1324d78f7930b818010897d0e2a43e8893d623bed5f0ef850bef6170f5fa53cd.jpg"
] | 1324d78f7930b818010897d0e2a43e8893d623bed5f0ef850bef6170f5fa53cd | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The left side of the hair and forehead is much brig... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::111::repeat0::camera_position::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::111::repeat0 | pair | portrait | images/train/be07f0dbe7ab075f0a3129245fcb7317344ea15c92fa68ef9b2c8df156b1eb4a.jpg | [
"images/train/be07f0dbe7ab075f0a3129245fcb7317344ea15c92fa68ef9b2c8df156b1eb4a.jpg"
] | be07f0dbe7ab075f0a3129245fcb7317344ea15c92fa68ef9b2c8df156b1eb4a | directed_dimension | camera_position | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the camera_position dimension."
},
{
"role": "assistant",
"content": "Dimension: camera_position\nVisible evidence:\n- The nearest hand is very large in the foreground ... | null |
boundary_v1::dpc::4452::light_exposure::r1 | boundary_v1::dpc::4452 | dpc | dpc2022 | images/train/78e1c78a4d46e5484eb8587db5d8fa9a8124b2d0f1d5166687fc189381379eaf.jpg | [
"images/train/78e1c78a4d46e5484eb8587db5d8fa9a8124b2d0f1d5166687fc189381379eaf.jpg"
] | 78e1c78a4d46e5484eb8587db5d8fa9a8124b2d0f1d5166687fc189381379eaf | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The window and sunlit haze behind the basket are mu... | null |
boundary_v1::dpc::429438::camera_position::r1 | boundary_v1::dpc::429438 | dpc | dpc2022 | images/train/25b42d333d8e9f414e8343fb33228285d79f0b6ebce3b3072ee1ea457bcc2f33.jpg | [
"images/train/25b42d333d8e9f414e8343fb33228285d79f0b6ebce3b3072ee1ea457bcc2f33.jpg"
] | 25b42d333d8e9f414e8343fb33228285d79f0b6ebce3b3072ee1ea457bcc2f33 | directed_dimension | camera_position | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the camera_position dimension."
},
{
"role": "assistant",
"content": "Dimension: camera_position\nVisible evidence:\n- The railings form diagonal lines from the lower l... | null |
boundary_v1::dpc::480293::camera_position::r1 | boundary_v1::dpc::480293 | dpc | dpc2022 | images/train/1c6c51eea926a015bce00f1475a084fef7c39ac470d5d9008e2b26498ebf29a6.jpg | [
"images/train/1c6c51eea926a015bce00f1475a084fef7c39ac470d5d9008e2b26498ebf29a6.jpg"
] | 1c6c51eea926a015bce00f1475a084fef7c39ac470d5d9008e2b26498ebf29a6 | directed_dimension | camera_position | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the camera_position dimension."
},
{
"role": "assistant",
"content": "Dimension: camera_position\nVisible evidence:\n- The standing person's face is shown mostly in sid... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::303::repeat0::full_review | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::303::repeat0 | pair | portrait | images/train/aae48a03fc48d7b96905db20e1868f9a97dd61e81e70132b4098452cb031bbc6.jpg | [
"images/train/aae48a03fc48d7b96905db20e1868f9a97dd61e81e70132b4098452cb031bbc6.jpg"
] | aae48a03fc48d7b96905db20e1868f9a97dd61e81e70132b4098452cb031bbc6 | full_review | null | 1 | teacher_plus_independent_five_dimension_visual_audit | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\n\nUse only these dimensions:\n- framing\n- camera_position\n- subject\n- focus\n- light_exposure"
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The woman’s fu... | null |
boundary_v1::dpc::108269::light_exposure::r1 | boundary_v1::dpc::108269 | dpc | dpc2022 | images/train/d79c62b0607a2f20b6fc8ed113f62cf5ddcbef22ef737c9d887ccd3683baaed3.jpg | [
"images/train/d79c62b0607a2f20b6fc8ed113f62cf5ddcbef22ef737c9d887ccd3683baaed3.jpg"
] | d79c62b0607a2f20b6fc8ed113f62cf5ddcbef22ef737c9d887ccd3683baaed3 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The center near the horizon contains a large white ... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:我看到的VS我拍到的培养摄影眼07/unit_005::repeat1::light_exposure::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:我看到的VS我拍到的培养摄影眼07/unit_005::repeat1 | pair | landscape | images/train/b0041ffa632c02c93f238f7a3c09e1720ff3dc267a84d29b0cf585d916bfe9ef.png | [
"images/train/b0041ffa632c02c93f238f7a3c09e1720ff3dc267a84d29b0cf585d916bfe9ef.png"
] | b0041ffa632c02c93f238f7a3c09e1720ff3dc267a84d29b0cf585d916bfe9ef | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- Most of the tree canopy appears very dark against t... | null |
boundary_v1::dpc::84679::focus::r1 | boundary_v1::dpc::84679 | dpc | dpc2022 | images/train/3f798383cad431b27d2e387039be13b1bce197076636b0c6b8f8e84b0d432986.jpg | [
"images/train/3f798383cad431b27d2e387039be13b1bce197076636b0c6b8f8e84b0d432986.jpg"
] | 3f798383cad431b27d2e387039be13b1bce197076636b0c6b8f8e84b0d432986 | directed_dimension | focus | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the focus dimension."
},
{
"role": "assistant",
"content": "Dimension: focus\nVisible evidence:\n- The batter's uniform edges, helmet outline, and bat edges appear soft... | null |
boundary_v1::dpc::813286::framing::r1 | boundary_v1::dpc::813286 | dpc | dpc2022 | images/train/1e38c6e496b49843fdd1cb8a2db1514bc0ad5dcb9073993c185ee1420f2d5863.jpg | [
"images/train/1e38c6e496b49843fdd1cb8a2db1514bc0ad5dcb9073993c185ee1420f2d5863.jpg"
] | 1e38c6e496b49843fdd1cb8a2db1514bc0ad5dcb9073993c185ee1420f2d5863 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The lower third to nearly lower half of the frame is a near-black... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0341::crop_focus::framing::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0341::crop_focus | compound | street | images/train/70ebc6284d78abc4cc1059c194d4b762300a88d3cbfeacb5ba236e1a04e592c5.jpg | [
"images/train/70ebc6284d78abc4cc1059c194d4b762300a88d3cbfeacb5ba236e1a04e592c5.jpg"
] | 70ebc6284d78abc4cc1059c194d4b762300a88d3cbfeacb5ba236e1a04e592c5 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The high-rise facade bands and the right-side building edges run ... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0027::crop_focus::framing::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0027::crop_focus | compound | architecture | images/train/3a05b66af910b112ff7b1bc7865ec63c060ce18b9e70b047fdcef1759d9481a1.jpg | [
"images/train/3a05b66af910b112ff7b1bc7865ec63c060ce18b9e70b047fdcef1759d9481a1.jpg"
] | 3a05b66af910b112ff7b1bc7865ec63c060ce18b9e70b047fdcef1759d9481a1 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The large temple roof at the upper left is cut by the top image b... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::145::repeat0::camera_position::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::145::repeat0 | pair | portrait | images/train/0b20719e7dac1debf32eaf22ef96f11cf6b6fb7c697176fb6a796ab2beb8da05.jpg | [
"images/train/0b20719e7dac1debf32eaf22ef96f11cf6b6fb7c697176fb6a796ab2beb8da05.jpg"
] | 0b20719e7dac1debf32eaf22ef96f11cf6b6fb7c697176fb6a796ab2beb8da05 | directed_dimension | camera_position | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the camera_position dimension."
},
{
"role": "assistant",
"content": "Dimension: camera_position\nVisible evidence:\n- A broad stone pavement wedge occupies the lower f... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:朋友说学会了找光，就有摄影眼啦？/unit_003::repeat1::subject::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:朋友说学会了找光，就有摄影眼啦？/unit_003::repeat1 | pair | street | images/train/6300683b055d2998e69329ed43c5505bef80d5cdd36f95fe6e2f942ebcb74c35.png | [
"images/train/6300683b055d2998e69329ed43c5505bef80d5cdd36f95fe6e2f942ebcb74c35.png"
] | 6300683b055d2998e69329ed43c5505bef80d5cdd36f95fe6e2f942ebcb74c35 | directed_dimension | subject | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- Large pink foreground flowers occupy a substantial area across th... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::yt:-OZ6yxoaFNk:20::repeat0::subject::r2 | boundary_v1::pair::pairgate_dpc_v1::pair::yt:-OZ6yxoaFNk:20::repeat0 | pair | landscape | images/train/384aa5c19ce8716428c39e760de775c48b820458b553d1046d457279d0655e10.jpg | [
"images/train/384aa5c19ce8716428c39e760de775c48b820458b553d1046d457279d0655e10.jpg"
] | 384aa5c19ce8716428c39e760de775c48b820458b553d1046d457279d0655e10 | directed_dimension | subject | 2 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- The left and center areas contain dense green foliage with simila... | null |
boundary_v1::dpc::220679::subject::r1 | boundary_v1::dpc::220679 | dpc | dpc2022 | images/train/cc6520fbc6c060ed3fc793e2250dd6cf450770987f68b941b52cabcaff3a35e2.jpg | [
"images/train/cc6520fbc6c060ed3fc793e2250dd6cf450770987f68b941b52cabcaff3a35e2.jpg"
] | cc6520fbc6c060ed3fc793e2250dd6cf450770987f68b941b52cabcaff3a35e2 | directed_dimension | subject | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- There is one clear person centered against a plain black backgrou... | null |
boundary_v1::dpc::76056::pseudo_full_review | boundary_v1::dpc::76056 | dpc | dpc2022 | images/train/40082a097436215101e2dfd79686ac804991cd84233aefbaa94dbb09b244ce1e.jpg | [
"images/train/40082a097436215101e2dfd79686ac804991cd84233aefbaa94dbb09b244ce1e.jpg"
] | 40082a097436215101e2dfd79686ac804991cd84233aefbaa94dbb09b244ce1e | pseudo_full_review | null | 1 | dpc_gpt54_pseudo_five_dimension_unmasked | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\n\nUse only these dimensions:\n- framing\n- camera_position\n- subject\n- focus\n- light_exposure"
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A long white k... | {
"teacher": "gpt-5.4",
"all_five_dimensions_in_loss": true,
"loss_mask": false,
"selection": "all dimensions visually audited retain; no uncertain decision; single action per issue; issue-rich rows contain at least two issues; only a small explicit all-no-issue control set is retained"
} |
boundary_v1::dpc::9033::subject::r1 | boundary_v1::dpc::9033 | dpc | dpc2022 | images/train/29ff6a44f219864a64cf3338ec83b177407485b77bf63b077542702bf90a32cb.jpg | [
"images/train/29ff6a44f219864a64cf3338ec83b177407485b77bf63b077542702bf90a32cb.jpg"
] | 29ff6a44f219864a64cf3338ec83b177407485b77bf63b077542702bf90a32cb | directed_dimension | subject | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- The man is the only person visible in the frame.\n- He occupies t... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::yt:-OZ6yxoaFNk:18::repeat0::subject::r2 | boundary_v1::pair::pairgate_dpc_v1::pair::yt:-OZ6yxoaFNk:18::repeat0 | pair | landscape | images/train/3b012bbd2413f019b607396dc9d514f9fc0ef4fcd8648c6d8db0df54bd4df686.jpg | [
"images/train/3b012bbd2413f019b607396dc9d514f9fc0ef4fcd8648c6d8db0df54bd4df686.jpg"
] | 3b012bbd2413f019b607396dc9d514f9fc0ef4fcd8648c6d8db0df54bd4df686 | directed_dimension | subject | 2 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- Many green plant clusters of similar size and brightness are dist... | null |
boundary_v1::dpc::4442::light_exposure::r1 | boundary_v1::dpc::4442 | dpc | dpc2022 | images/train/cd44cdaf90195925d46a540d4b062b0699d03af44aa2d7e4e2f68f9bb299b5ed.jpg | [
"images/train/cd44cdaf90195925d46a540d4b062b0699d03af44aa2d7e4e2f68f9bb299b5ed.jpg"
] | cd44cdaf90195925d46a540d4b062b0699d03af44aa2d7e4e2f68f9bb299b5ed | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The upper-right euro coin contains very bright high... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0031::roll_exposure::light_exposure::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0031::roll_exposure | compound | architecture | images/train/634f755f375cf353617f2b4985466da8be74295c464852783f771bd07995c9d0.jpg | [
"images/train/634f755f375cf353617f2b4985466da8be74295c464852783f771bd07995c9d0.jpg"
] | 634f755f375cf353617f2b4985466da8be74295c464852783f771bd07995c9d0 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- Large areas of the stone are very dark, especially ... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::yt:pGojzYDYavk:7::repeat0::light_exposure::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::yt:pGojzYDYavk:7::repeat0 | pair | landscape | images/train/4e649d417a04b9ae5029cf3d98c4445b458ee3784fd3389915908213e15131bd.png | [
"images/train/4e649d417a04b9ae5029cf3d98c4445b458ee3784fd3389915908213e15131bd.png"
] | 4e649d417a04b9ae5029cf3d98c4445b458ee3784fd3389915908213e15131bd | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The far right side of the sky contains a large brig... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:听说这么发会有人看：我看到的vs我拍到的/unit_001::repeat0::framing::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:听说这么发会有人看：我看到的vs我拍到的/unit_001::repeat0 | pair | architecture | images/train/6f68fe00a37b69be49c1005c6b5e46af458ebdc6fe7a62e078d8f211f57f479e.png | [
"images/train/6f68fe00a37b69be49c1005c6b5e46af458ebdc6fe7a62e078d8f211f57f479e.png"
] | 6f68fe00a37b69be49c1005c6b5e46af458ebdc6fe7a62e078d8f211f57f479e | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The artifact and tray occupy a small central area of the frame.\n... | null |
boundary_v1::counterfactual_wider::pairgate_dpc_v1::controlled_wider::synthetic_crop_wider_20260713::0171_dpc_positive_framing_53934::repeat0::framing::r1 | boundary_v1::counterfactual_wider::pairgate_dpc_v1::controlled_wider::synthetic_crop_wider_20260713::0171_dpc_positive_framing_53934::repeat0 | counterfactual_wider | dpc2022 | images/train/f4d16bcf2c004df2fe5ebe694961d0d9d7fa9e28cc53f8935b0efa26bd9b784e.jpg | [
"images/train/f4d16bcf2c004df2fe5ebe694961d0d9d7fa9e28cc53f8935b0efa26bd9b784e.jpg"
] | f4d16bcf2c004df2fe5ebe694961d0d9d7fa9e28cc53f8935b0efa26bd9b784e | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The cream accordion extends beyond the right image boundary, with... | null |
boundary_v1::dpc::5656::framing::r1 | boundary_v1::dpc::5656 | dpc | dpc2022 | images/train/e28c576b0abe0fb80986c2998a3fd18f75fabc729785355c1ab1031a938ddfca.jpg | [
"images/train/e28c576b0abe0fb80986c2998a3fd18f75fabc729785355c1ab1031a938ddfca.jpg"
] | e28c576b0abe0fb80986c2998a3fd18f75fabc729785355c1ab1031a938ddfca | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- A brown pointed plant piece is cut by the top-right image boundar... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0050::roll_focus::framing::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0050::roll_focus | compound | architecture | images/train/0770904376fff1cef4dc3b35737f83dc0c4c1b1cc3220cef956933bbe5829391.jpg | [
"images/train/0770904376fff1cef4dc3b35737f83dc0c4c1b1cc3220cef956933bbe5829391.jpg"
] | 0770904376fff1cef4dc3b35737f83dc0c4c1b1cc3220cef956933bbe5829391 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The right-side columns and lantern mounts lean slightly from lowe... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0004::roll_focus::focus::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0004::roll_focus | compound | architecture | images/train/0f448e01bfa34e211e50a1ee784c8ff62e1e56188de041f67c0e94abd57c7cf4.jpg | [
"images/train/0f448e01bfa34e211e50a1ee784c8ff62e1e56188de041f67c0e94abd57c7cf4.jpg"
] | 0f448e01bfa34e211e50a1ee784c8ff62e1e56188de041f67c0e94abd57c7cf4 | directed_dimension | focus | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the focus dimension."
},
{
"role": "assistant",
"content": "Dimension: focus\nVisible evidence:\n- Window frames, metal brackets, and facade edges appear soft across th... | null |
boundary_v1::dpc::52117::focus::r1 | boundary_v1::dpc::52117 | dpc | dpc2022 | images/train/cb2bfdcb9b05ae150e1c17670fae2a16d38cc898d2c1b5163c94f42b1936479a.jpg | [
"images/train/cb2bfdcb9b05ae150e1c17670fae2a16d38cc898d2c1b5163c94f42b1936479a.jpg"
] | cb2bfdcb9b05ae150e1c17670fae2a16d38cc898d2c1b5163c94f42b1936479a | directed_dimension | focus | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the focus dimension."
},
{
"role": "assistant",
"content": "Dimension: focus\nVisible evidence:\n- The apple edges in the upper center appear soft without crisp boundar... | null |
boundary_v1::dpc::99123::framing::r1 | boundary_v1::dpc::99123 | dpc | dpc2022 | images/train/221ed84c3304776415507813a7cafa056b5f9ccd8dfb4f167a8ea6890340e1bb.jpg | [
"images/train/221ed84c3304776415507813a7cafa056b5f9ccd8dfb4f167a8ea6890340e1bb.jpg"
] | 221ed84c3304776415507813a7cafa056b5f9ccd8dfb4f167a8ea6890340e1bb | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The figure extends nearly from the left edge to the right edge al... | null |
boundary_v1::dpc::298866::framing::r1 | boundary_v1::dpc::298866 | dpc | dpc2022 | images/train/bcec89630c524de2866be3bc2f4330a578e3593596d413ed0ef007293cceffc5.jpg | [
"images/train/bcec89630c524de2866be3bc2f4330a578e3593596d413ed0ef007293cceffc5.jpg"
] | bcec89630c524de2866be3bc2f4330a578e3593596d413ed0ef007293cceffc5 | directed_dimension | framing | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the framing dimension."
},
{
"role": "assistant",
"content": "Dimension: framing\nVisible evidence:\n- The woman and couch occupy the central band of the frame.\n- A la... | null |
boundary_v1::dpc::858::focus::r1 | boundary_v1::dpc::858 | dpc | dpc2022 | images/train/39054bcee6dde01ae72c43756e2a7bfd729c3833be7a0053052a41418065283c.jpg | [
"images/train/39054bcee6dde01ae72c43756e2a7bfd729c3833be7a0053052a41418065283c.jpg"
] | 39054bcee6dde01ae72c43756e2a7bfd729c3833be7a0053052a41418065283c | directed_dimension | focus | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the focus dimension."
},
{
"role": "assistant",
"content": "Dimension: focus\nVisible evidence:\n- The lower-right girl's hair shows elongated streaks extending upward ... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0185::roll_exposure::light_exposure::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0185::roll_exposure | compound | portrait | images/train/3719d387a66da80141f28b5714cff761950ed7fd58d13fa8b05c75997b526452.jpg | [
"images/train/3719d387a66da80141f28b5714cff761950ed7fd58d13fa8b05c75997b526452.jpg"
] | 3719d387a66da80141f28b5714cff761950ed7fd58d13fa8b05c75997b526452 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- Large areas of the upper left and lower center back... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::201::repeat0::light_exposure::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::aesrecon::201::repeat0 | pair | portrait | images/train/f29f685fd5871be33618ef36db8ff6f698d9ca7cf4b4d12286d1f08372db14f4.jpg | [
"images/train/f29f685fd5871be33618ef36db8ff6f698d9ca7cf4b4d12286d1f08372db14f4.jpg"
] | f29f685fd5871be33618ef36db8ff6f698d9ca7cf4b4d12286d1f08372db14f4 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- Bright sunlight creates strong highlights on the ri... | null |
boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0092::roll_exposure::light_exposure::r1 | boundary_v1::compound::pairgate_dpc_v1::compound_native_thinking::scene_0092::roll_exposure | compound | landscape | images/train/0756f450196314f3d74137011ec138d6975768067564bf9a581cca6ab1a02cd7.jpg | [
"images/train/0756f450196314f3d74137011ec138d6975768067564bf9a581cca6ab1a02cd7.jpg"
] | 0756f450196314f3d74137011ec138d6975768067564bf9a581cca6ab1a02cd7 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- Most of the sky in the upper half is nearly pure wh... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::yt:9DjwmghFHdw:2::repeat1::subject::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::yt:9DjwmghFHdw:2::repeat1 | pair | street | images/train/e065d2aec2e18249dbf71e1bd6f1df8cea2111f07df22b0a7f66bd65a99ad094.png | [
"images/train/e065d2aec2e18249dbf71e1bd6f1df8cea2111f07df22b0a7f66bd65a99ad094.png"
] | e065d2aec2e18249dbf71e1bd6f1df8cea2111f07df22b0a7f66bd65a99ad094 | directed_dimension | subject | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- No single object occupies a dominant central area with clearly st... | null |
boundary_v1::dpc::755624::light_exposure::r1 | boundary_v1::dpc::755624 | dpc | dpc2022 | images/train/94c30587f9247415123a95cca5c9ac035e39d1ad05f80c26fdc4b4be03f56227.jpg | [
"images/train/94c30587f9247415123a95cca5c9ac035e39d1ad05f80c26fdc4b4be03f56227.jpg"
] | 94c30587f9247415123a95cca5c9ac035e39d1ad05f80c26fdc4b4be03f56227 | directed_dimension | light_exposure | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the light_exposure dimension."
},
{
"role": "assistant",
"content": "Dimension: light_exposure\nVisible evidence:\n- The background is nearly pure white across almost t... | null |
boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:我看到的VS我拍到的摄影构图博物馆拍照/unit_001::repeat1::subject::r1 | boundary_v1::pair::pairgate_dpc_v1::pair::unit_images_by_video_xhs:我看到的VS我拍到的摄影构图博物馆拍照/unit_001::repeat1 | pair | architecture | images/train/62648beb497b886eb76046130e3188883d4c6b1193a5b91511a079952bef78a0.png | [
"images/train/62648beb497b886eb76046130e3188883d4c6b1193a5b91511a079952bef78a0.png"
] | 62648beb497b886eb76046130e3188883d4c6b1193a5b91511a079952bef78a0 | directed_dimension | subject | 1 | strong_dimension | [
{
"role": "user",
"content": "<image>\nReview this photo as a photographer and give improvement advice.\nFocus your analysis on the subject dimension."
},
{
"role": "assistant",
"content": "Dimension: subject\nVisible evidence:\n- At least eight figurines are visible across the platforms.\n- Sev... | null |
End of preview.
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
ShotPath Boundary CoT v7.2 Recall-Adjusted
This dataset is a deterministic filtered subset of v7.1.
- Instruct and Thinking contain the same 1,356 sample IDs.
- Prompts and retained assistant targets are unchanged from v7.1.
- Directed no-issue rows are capped at 5% within every dimension.
- Every full-review and pseudo-full-review row contains at least one issue.
- The remaining 59 empty
itemstargets are directed, explicit-positive calibration examples. - Images are not duplicated in this package. Training reuses the canonical ShotPath image package.
See summary.json for distribution counts and audit.json for hashes and
alignment checks.
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