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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::dpc::154277::framing::r1 | boundary_v1::dpc::154277 | dpc | dpc2022 | images/train/6f2cbe50d054270c42c9b55d9067278a19a804eb830840bb318a8bbcd002661b.jpg | [
"images/train/6f2cbe50d054270c42c9b55d9067278a19a804eb830840bb318a8bbcd002661b.jpg"
] | 6f2cbe50d054270c42c9b55d9067278a19a804eb830840bb318a8bbcd002661b | 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 stone baluster is partially visible along the left image ... | 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::dpc::59776::framing::r1 | boundary_v1::dpc::59776 | dpc | dpc2022 | images/train/021102a1bf2d81251cc3e579d78dc1f78a13dd30db88d8050ab789ccb434499c.jpg | [
"images/train/021102a1bf2d81251cc3e579d78dc1f78a13dd30db88d8050ab789ccb434499c.jpg"
] | 021102a1bf2d81251cc3e579d78dc1f78a13dd30db88d8050ab789ccb434499c | 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 main waterfall is fully inside the frame in the center-lower ... | 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::dpc::163056::camera_position::r1 | boundary_v1::dpc::163056 | dpc | dpc2022 | images/train/660ff5a30400cb4006ff44590a0bb2909ee22c530a37fab9fd92c1568d4e187c.jpg | [
"images/train/660ff5a30400cb4006ff44590a0bb2909ee22c530a37fab9fd92c1568d4e187c.jpg"
] | 660ff5a30400cb4006ff44590a0bb2909ee22c530a37fab9fd92c1568d4e187c | 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 handle is seen from a slight side angle, maki... | 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::dpc::677366::framing::r1 | boundary_v1::dpc::677366 | dpc | dpc2022 | images/train/afe17160bad513aa8ad4b648144c766c4855c76d042f1f4608d1ff3ada7e97ec.jpg | [
"images/train/afe17160bad513aa8ad4b648144c766c4855c76d042f1f4608d1ff3ada7e97ec.jpg"
] | afe17160bad513aa8ad4b648144c766c4855c76d042f1f4608d1ff3ada7e97ec | 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 man's head and shoulders fill most of the left and center of ... | null |
boundary_v1::dpc::23635::subject::r1 | boundary_v1::dpc::23635 | dpc | dpc2022 | images/train/4c46426d6bae44858b9c2347cc2481f4ceb0a8508a69af877d3fc0608a64cbc4.jpg | [
"images/train/4c46426d6bae44858b9c2347cc2481f4ceb0a8508a69af877d3fc0608a64cbc4.jpg"
] | 4c46426d6bae44858b9c2347cc2481f4ceb0a8508a69af877d3fc0608a64cbc4 | 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 strawberry is the largest and most centrally prominent object... | 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::dpc::332121::light_exposure::r1 | boundary_v1::dpc::332121 | dpc | dpc2022 | images/train/1ee18b1b8f435ccc5d20a2d6609e930bb36bd3c69352a95708e5c7c4e0c4772e.jpg | [
"images/train/1ee18b1b8f435ccc5d20a2d6609e930bb36bd3c69352a95708e5c7c4e0c4772e.jpg"
] | 1ee18b1b8f435ccc5d20a2d6609e930bb36bd3c69352a95708e5c7c4e0c4772e | 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 is bright but still shows a gentle tonal gr... | 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::10400::focus::r1 | boundary_v1::dpc::10400 | dpc | dpc2022 | images/train/1fc1af9d920ff61352e64126f197960a243dc7b6f28baba9c33eeb9806e888d9.jpg | [
"images/train/1fc1af9d920ff61352e64126f197960a243dc7b6f28baba9c33eeb9806e888d9.jpg"
] | 1fc1af9d920ff61352e64126f197960a243dc7b6f28baba9c33eeb9806e888d9 | 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 Space Needle's saucer outline and central support lines remain re... | 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::2540::light_exposure::r1 | boundary_v1::dpc::2540 | dpc | dpc2022 | images/train/c25d919fd476ecab6324aca63f0b56530d079eed724bd759360dcdcf89957890.jpg | [
"images/train/c25d919fd476ecab6324aca63f0b56530d079eed724bd759360dcdcf89957890.jpg"
] | c25d919fd476ecab6324aca63f0b56530d079eed724bd759360dcdcf89957890 | 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 areas on the figure's head and torso still s... | 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::dpc::770344::light_exposure::r1 | boundary_v1::dpc::770344 | dpc | dpc2022 | images/train/59fa794b4146426d1eb61b9d39e3d08fa53fdfaf1b6157f4745128078fe30413.jpg | [
"images/train/59fa794b4146426d1eb61b9d39e3d08fa53fdfaf1b6157f4745128078fe30413.jpg"
] | 59fa794b4146426d1eb61b9d39e3d08fa53fdfaf1b6157f4745128078fe30413 | 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- Warm light falls more strongly on the right side of... | 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::659996::light_exposure::r1 | boundary_v1::dpc::659996 | dpc | dpc2022 | images/train/c94e462accf5eec1a3865d956f4b91dd73dd66534d13521e4681c4c7f773c034.jpg | [
"images/train/c94e462accf5eec1a3865d956f4b91dd73dd66534d13521e4681c4c7f773c034.jpg"
] | c94e462accf5eec1a3865d956f4b91dd73dd66534d13521e4681c4c7f773c034 | 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- White petals retain visible texture and contour in ... | 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 |
End of preview.
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
ShotPath Boundary CoT v7.1 Instruct FFT
This delta package contains the reduced v7.1 JSONL data, audits, and FFT scripts. It intentionally does not duplicate training images.
All 1,585 v7.1 rows are a subset of the v6 package by row ID and image
SHA256. On the server, images/train/... is resolved against the existing
HF-downloaded v6 package:
purefall/shotpath-boundary-cot-v6-fft-balanced-data-20260727
Training uses ordinary next-token cross entropy and full parameters: 3 epochs, LR 1e-6, weight decay 0, BF16, cosine schedule, warmup 0.03, global batch 16, maximum length 4096, maximum image side 672, gradient checkpointing, and ZeRO-3 on 4 GPUs. Per-device batch is 1 and gradient accumulation is 4, preserving global batch 16.
Before training, the launch script runs the official processor over every row and refuses to continue if any target is truncated or any assistant prefix mismatches.
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