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Datasets:
gtfintechlab
/
ipo-images

Tasks:
Image Classification
Object Detection
Image Feature Extraction
Languages:
English
Size:
10K<n<100K
Tags:
finance
sec
License:
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The dataset viewer is not available for this split.
The info cannot be fetched for the config 'default' of the dataset.
Error code:   InfoError
Exception:    HfHubHTTPError
Message:      500 Server Error: Internal Server Error for url: https://huggingface.co/api/datasets/gtfintechlab/ipo-images/tree/322dcaabf2ed1dd6279965106e2b5c3cd3644da4/images?expand=false&recursive=true&limit=1000&cursor=ZXlKbWFXeGxYMjVoYldVaU9pSnBiV0ZuWlhNdk1qQXhOUzh3TURBeE5UZ3lOekU0TDJsdFlXZGxYekF5TVM1cWNHY2lMQ0owY21WbFgyOXBaQ0k2SW1Zd1pEZzFZMlEzT0RNMU5URTRNR1U0TWpFME9XTXhNakpsTkRrMU5HRXdPRGN6WkRWbVl6QWlmUT09OjM5MDAw (Request ID: Root=1-698c181f-03196b152c94f3b51ae00554;1504bba6-c33c-44d1-9620-5ae9f031bfa6)

Internal Error - We're working hard to fix this as soon as possible!
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 223, in compute_first_rows_from_streaming_response
                  info = get_dataset_config_info(path=dataset, config_name=config, token=hf_token)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 268, in get_dataset_config_info
                  builder = load_dataset_builder(
                            ^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1130, in load_dataset_builder
                  dataset_module = dataset_module_factory(
                                   ^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1029, in dataset_module_factory
                  raise e1 from None
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1004, in dataset_module_factory
                  ).get_module()
                    ^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 631, in get_module
                  data_files = DataFilesDict.from_patterns(
                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/data_files.py", line 708, in from_patterns
                  else DataFilesList.from_patterns(
                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/data_files.py", line 601, in from_patterns
                  resolve_pattern(
                File "/usr/local/lib/python3.12/site-packages/datasets/data_files.py", line 367, in resolve_pattern
                  for filepath, info in fs.glob(pattern, detail=True, **glob_kwargs).items()
                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 521, in glob
                  return super().glob(path, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/fsspec/spec.py", line 604, in glob
                  allpaths = self.find(root, maxdepth=depth, withdirs=True, detail=True, **kwargs)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 563, in find
                  out = self._ls_tree(path, recursive=True, refresh=refresh, revision=resolved_path.revision, **kwargs)
                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 463, in _ls_tree
                  for path_info in tree:
                                   ^^^^
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_api.py", line 3140, in list_repo_tree
                  for path_info in paginate(path=tree_url, headers=headers, params={"recursive": recursive, "expand": expand}):
                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_pagination.py", line 46, in paginate
                  hf_raise_for_status(r)
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_http.py", line 482, in hf_raise_for_status
                  raise _format(HfHubHTTPError, str(e), response) from e
              huggingface_hub.errors.HfHubHTTPError: 500 Server Error: Internal Server Error for url: https://huggingface.co/api/datasets/gtfintechlab/ipo-images/tree/322dcaabf2ed1dd6279965106e2b5c3cd3644da4/images?expand=false&recursive=true&limit=1000&cursor=ZXlKbWFXeGxYMjVoYldVaU9pSnBiV0ZuWlhNdk1qQXhOUzh3TURBeE5UZ3lOekU0TDJsdFlXZGxYekF5TVM1cWNHY2lMQ0owY21WbFgyOXBaQ0k2SW1Zd1pEZzFZMlEzT0RNMU5URTRNR1U0TWpFME9XTXhNakpsTkRrMU5HRXdPRGN6WkRWbVl6QWlmUT09OjM5MDAw (Request ID: Root=1-698c181f-03196b152c94f3b51ae00554;1504bba6-c33c-44d1-9620-5ae9f031bfa6)
              
              Internal Error - We're working hard to fix this as soon as possible!

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SEC IPO Filing Image Dataset

A large-scale, labeled dataset of 76,000+ images extracted from U.S. IPO registration statements (S-1 and F-1 filings) filed with the SEC EDGAR system, spanning 1994–2026.

Every image has been classified through a multi-stage pipeline: initial detection with YOLOv8, followed by verification from an ensemble of 8 Vision-Language Models (VLMs). Chart images include additional structured metadata describing chart type, visual properties, and content.

Classification Pipeline

Dataset Construction Pipeline

Labels

Each image is assigned one of the following verified labels:

Label Description
chart Bar charts, line charts, pie charts, organizational charts, flow charts, etc.
logo Company logos and branding marks
map Geographic maps
infographic Composite visual displays combining data, icons, and text
other Decorative images, photographs, signatures, and other non-classifiable visuals

Fields

Image & Classification

Field Type Description
file_name string Relative path to the image file
label string Final verified image class (chart, logo, map, infographic, other)
initial_yolo_prediction string Raw classification from the YOLOv8 object detection model
llm_yolo_verification_score float Consensus score (0.0–1.0) across the VLM ensemble verifying the YOLO prediction. null when the initial prediction was other and no verification was needed.
llm_yolo_verification_votes object Per-model votes (true/false) from each of the 8 VLMs used for verification
image_width int Image width in pixels
image_height int Image height in pixels

Chart Details (charts only)

Field Type Description
llm_chart_details object Structured attributes for chart images (e.g., chart types, is_3d, has_legend, axis labels). null for non-chart images.
llm_chart_details_votes object Per-model votes for the chart detail extraction. null for non-chart images.

Company & Filing Metadata

Field Type Description
company_name string Name of the company filing the IPO
company_tickers list[string] Ticker symbol(s), if available at time of filing
cik string SEC Central Index Key — unique identifier for the filing entity
sic string Standard Industrial Classification code
industry string Human-readable industry description derived from the SIC code
office string SEC office responsible for reviewing the filing. null if unavailable.
exchanges list[string] Stock exchange(s) the company listed on, if available
filing_type string SEC form type (e.g., S-1, S-1/A, F-1, F-1/A)
filing_date string Date the filing was submitted (YYYY-MM-DD)
filing_accession_number string Unique SEC accession number for the filing

Source URLs

Field Type Description
image_url string Direct URL to the image on SEC EDGAR
filing_url string URL to the source filing document on SEC EDGAR

Citation

The dataset is a product of the following research. If you use this dataset in your work, please cite:

@misc{galarnyk2026ipomine,
  title  = {IPO-Mine: A Toolkit and Dataset for Section-Structured Analysis of Long, Multimodal IPO Documents},
  author = {Galarnyk, Michael and Lohani, Siddharth and Nandi, Sagnik and Patel, Aman and Kannan, Vidhyakshaya and Banerjee, Prasun and Routu, Rutwik and Ye, Liqin and Hiray, Arnav and Somani, Siddhartha and Chava, Sudheer},
  year   = {2026},
  url    = {[https://huggingface.co/datasets/gtfintechlab/ipo-images](https://huggingface.co/datasets/gtfintechlab/ipo-images)},
  note   = {Preprint/Working Paper}
}
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