Cognaptus DataHub Resource Index

Business Process Automation Datasets

Curated datasets and publicly listed model resources for business process automation discovery.

BPA Datasets

Datasets for automation workflows

Curated data sources for document AI, workflow automation, and enterprise chatbot development.

Francisco-Cruz/InvoicesReceiptsPT

This is a dataset comprising 1003 images of invoices and receipts, as well as the transcription of relevant fields for each document - seller name, seller address, seller tax identification, buyer tax identification, invoice date, invoice total amount, invoice tax amount, and document reference. It is organized as: folder 1_Images: files with pictures od the invoices/receipts folder 2_Annotations_Json: text files with the annotations on a json format Also available at:... See the full description on the dataset page: https://huggingface.co/datasets/Francisco-Cruz/InvoicesReceiptsPT.

Use case
Document AI
Source
Hugging Face
Type
Text
Updated
2024-05-02
  • task_categories:text-classification
  • language:pt
  • license:apache-2.0
  • size_categories:1K<n<10K
  • format:imagefolder
  • modality:image
  • modality:text
  • library:datasets
  • library:mlcroissant
  • region:us
  • ...truncated...

Relevant because it matches: invoice, document, finance.

nikita2998/find-it-again-dataset

Receipt Dataset for Document Forgery Detection

Use case
Document AI
Source
Kaggle
Type
Text
Updated
2025-03-28
  • business
  • nlp
  • computer vision
  • image classification
  • image text recognition
  • multimodal

Relevant because it matches: receipt, document, business.

abel-lab/finance1k

Finance1K Finance1K is a synchronized hourly panel for next-step forecasting across 1,000 US equities. It contains 28,510 chronological observations from 2015 to early 2026 and provides two aligned targets: close: hourly close log return, log(close_t / close_t-1); volume: hourly log-volume change, log(volume_t / volume_t-1). The two configurations use the same timestamps, ticker order, validity mask, and chronological split. The first 19,957 rows form the training set and the... See the full description on the dataset page: https://huggingface.co/datasets/abel-lab/finance1k.

Use case
Document AI
Source
Hugging Face
Type
Text
Updated
2026-08-17
  • task_categories:time-series-forecasting
  • language:en
  • license:cc-by-nc-sa-4.0
  • size_categories:10K<n<100K
  • format:parquet
  • modality:tabular
  • modality:timeseries
  • library:datasets
  • library:pandas
  • library:polars
  • ...truncated...

Relevant because it matches: form, finance, forecasting.

aslanahmedov/walmart-sales-forecast

Walmart Sales Forecasting A CRISP-DM Model

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2022-04-21
  • business
  • exploratory data analysis
  • time series analysis
  • deep learning
  • retail and shopping
  • investing
  • news
  • python

Relevant because it matches: business, sales, retail, forecast.

dataturks/resume-entities-for-ner

A document annotation dataset to perform NER on resumes.

Use case
Document AI
Source
Kaggle
Type
Text
Updated
2018-07-12
  • earth and nature
  • biology
  • business
  • linguistics
  • nlp
  • text

Relevant because it matches: document, ner, business.

dhrubangtalukdar/store-item-demand-forecasting-dataset

Five years of daily retail sales (2019-2023)

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2026-06-05
  • business
  • time series analysis
  • retail and shopping
  • e-commerce services
  • investing

Relevant because it matches: business, sales, retail, forecasting.

rahulsah06/data-extraction-from-receipt

Extracting text from a transaction receipt using OpenCv

Use case
Document AI
Source
Kaggle
Type
Text
Updated
2019-11-26
  • business
  • computer science
  • programming
  • software

Relevant because it matches: receipt, business, transaction.

theworldbank/corporate-procurement-contract-awards

Explore Open Data from World Bank Financial

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2021-01-01
  • business
  • finance
  • socrata

Relevant because it matches: contract, finance, procurement, business.

ValanTec/procurement-sample

Valan Procurement Intelligence - Public Sample A free 1,000-row sample of the Valan Technologies global procurement intelligence feed: point-in-time, entity-resolved government contract awards linked to the awarded company's tradable security (ticker / LEI / ISIN). Valan Technologies maintains one of the most comprehensive privately-held public procurement datasets in existence: 100M+ contract awards and tenders from 150+ government sources across 222 countries and territories... See the full description on the dataset page: https://huggingface.co/datasets/ValanTec/procurement-sample.

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2026-06-06
  • language:en
  • license:other
  • size_categories:1K<n<10K
  • modality:tabular
  • modality:text
  • region:us
  • procurement
  • government-contracts
  • alternative-data
  • finance
  • ...truncated...

Relevant because it matches: contract, finance, procurement.

tokelomashile2/procurement-invoice-fraud-dataset

Multimodal, rule-explained synthetic/semi-synthetic procurement invoice fraud DS

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2025-12-14
  • finance
  • tabular classification
  • vit
  • multimodal
  • graph neural network

Relevant because it matches: invoice, finance, procurement, fraud. Watch-outs: synthetic.

trainingdatapro/ocr-receipts-text-detection

Photos of the receipts and text detection - ocr dataset

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2023-09-18
  • business
  • image
  • retail and shopping
  • object detection
  • image-to-text

Relevant because it matches: ocr, business, retail.

chainyo/rvl-cdip-invoice

This only a subpart of the original dataset, containing only invoice. The RVL-CDIP (Ryerson Vision Lab Complex Document Information Processing) dataset consists of 400,000 grayscale images in 16 classes, with 25,000 images per class. There are 320,000 training images, 40,000 validation images, and 40,000 test images. The images are sized so their largest dimension does not exceed 1000 pixels. For questions and comments please contact Adam Harley ([email protected]). The full dataset... See the full description on the dataset page: https://huggingface.co/datasets/chainyo/rvl-cdip-invoice.

Use case
Document AI
Source
Hugging Face
Type
Text
Updated
2022-04-06
  • license:other
  • size_categories:10K<n<100K
  • format:parquet
  • modality:image
  • library:datasets
  • library:dask
  • library:mlcroissant
  • library:polars
  • region:us

Relevant because it matches: invoice, document.

missionjee/car-sales-report

A Detailed Analysis of Global Car Sales Trends

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2024-01-20
  • business
  • intermediate
  • data cleaning
  • data analytics
  • classification
  • english

Relevant because it matches: report, business, sales.

rajatsurana979/fast-food-sales-report

EDA and Analysis Ideas for restaurant business

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2023-11-06
  • restaurants

Relevant because it matches: report, business, sales.

waseemalastal/customer-support-ticket-dataset

Detailed records of customer support tickets

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2024-07-25
  • arts and entertainment
  • retail and shopping

Relevant because it matches: records, retail, customer, support.

agungpambudi/crm-sales-predictive-analytics

Uncover Patterns and Trends for Enhanced Sales Strategies

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2024-04-14
  • business
  • exploratory data analysis
  • data visualization
  • time series analysis
  • data analytics

Relevant because it matches: crm, business, sales.

ajverse/customer-support-tickets-crm-dataset

Dataset for training Triage Bots and Sentiment Analyzers

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2026-01-03
  • nlp
  • classification
  • text pre-processing
  • text segmentation
  • bert

Relevant because it matches: crm, customer, support.

arashnic/time-series-forecasting-with-yahoo-stock-price

Learn time series forecasting with yahoo finance stock price

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2020-11-20
  • earth and nature
  • business
  • computer science
  • investing

Relevant because it matches: finance, business, forecasting.

blastchar/telco-customer-churn

Focused customer retention programs

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2018-02-23
  • business

Relevant because it matches: business, customer, churn.

cemeraan/3a-superstore

A suitable data for CRM & Sales Opportunities & Marketing analytics practice.

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2025-09-21
  • marketing
  • data visualization
  • data analytics
  • retail and shopping
  • segmentation

Relevant because it matches: crm, sales, retail.

fahadrehman07/retail-transaction-dataset

Retail Trends: A Deep Dive into Transactional Data

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2024-05-01
  • clothing and accessories
  • business
  • finance
  • economics
  • retail and shopping

Relevant because it matches: finance, business, retail, transaction.

gabrielramos87/an-online-shop-business

Sales transaction of a UK-based e-commerce (online retail) for one year

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2022-05-14
  • business
  • tabular
  • retail and shopping
  • e-commerce services

Relevant because it matches: business, sales, retail, transaction.

gvyshnya/gold-future-prices

The place for Gold Future prices (GC00: Gold Continuous Contract Futures, USD)

Use case
Document AI
Source
Kaggle
Type
Text
Updated
2024-02-09
  • finance
  • banking
  • time series analysis

Relevant because it matches: contract, finance.

konradb/atticus-open-contract-dataset-aok-beta

Hand labelled corpus of legal contracts, courtesy of atticusprojectai.org

Use case
Document AI
Source
Kaggle
Type
Text
Updated
2023-07-20
  • business
  • law

Relevant because it matches: contract, business.

lakshmi25npathi/online-retail-dataset

A real online retail transaction data set of two years

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2019-11-20
  • business
  • classification
  • regression

Relevant because it matches: business, retail, transaction.

marusagar/bank-transaction-fraud-detection

Identifying and Preventing Fraudulent Activities in Financial Transactions

Use case
Business Analytics
Source
Kaggle
Type
Text
Updated
2025-02-01
  • crime
  • finance
  • banking

Relevant because it matches: finance, fraud, transaction.

mashlyn/online-retail-ii-uci

A real online retail transaction data set of two years.

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2019-12-02
  • business
  • education
  • economics

Relevant because it matches: business, retail, transaction.

miadul/customer-churn-prediction-business-dataset

Customer Behavior and Engagement Dataset for Churn Modeling

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2025-12-14
  • business
  • computer science
  • classification
  • retail and shopping
  • online communities

Relevant because it matches: business, retail, customer, churn.

sergionefedov/fraud-detection-1m-transactions-7-fraud-types

1M transactions . 7 fraud types . fraud rings . behavioural features . class imb

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2026-05-05
  • finance
  • banking
  • economics
  • insurance
  • investing

Relevant because it matches: finance, insurance, fraud.

suddharshan/retail-price-optimization

"The moment you make a mistake in pricing, you're eating into your reputation"

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2022-01-24
  • business
  • exploratory data analysis
  • data visualization
  • model comparison
  • regression
  • optimization

Relevant because it matches: business, retail, pricing.

youneseloiarm/comex-gold-futures-dataset-gc-contract

Daily COMEX Gold Futures (GC) data curated for quantitative research, time serie

Use case
Document AI
Source
Kaggle
Type
Text
Updated
2025-10-15
  • finance
  • economics
  • time series analysis
  • tabular

Relevant because it matches: contract, finance.

ziya07/accounting-data-for-financial-management

Financial transaction dataset for testing intelligent accounting models

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2025-01-13
  • finance
  • investing

Relevant because it matches: finance, accounting, transaction.

abbas829/ecommerce-sales-dataset

retail transactions tracking customer demographics, product performance

Use case
Business Operations
Source
Kaggle
Type
Text
Updated
2026-07-03
  • exploratory data analysis
  • data visualization
  • data analytics
  • retail and shopping
  • e-commerce services

Relevant because it matches: sales, retail, ecommerce, customer.

amornpan/thai-gov-procurement_regulation-17-amend-21

Dataset Card for Thai Government Procurement Dataset i This dataset is optimized for procurement-related NLP tasks in Thai. This dataset contains a collection of procurement regulations, instructions, and responses focused on public sector purchasing, contract management, and compliance with Thai government standards. It aims to support natural language processing tasks involving procurement assistance, such as chatbot development, procurement dialogue generation... See the full description on the dataset page: https://huggingface.co/datasets/amornpan/thai-gov-procurement_regulation-17-amend-21.

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2024-11-23
  • task_categories:question-answering
  • task_categories:text-classification
  • language:th
  • language:en
  • license:apache-2.0
  • size_categories:n<1K
  • format:parquet
  • modality:text
  • library:datasets
  • library:pandas
  • ...truncated...

Relevant because it matches: contract, procurement, support. Watch-outs: sft.

Porameht/customer-support-th-26.9k

customer-support-th-26.9k Thai customer-support instruction dataset (~26.9k examples). Thai-localized version of the Bitext customer-support dataset - instruction templates, intent/category labels, and response templates in Thai. Format Field Description instruction Customer question template in Thai (may contain {{placeholders}}) response Support response template in Thai category Coarse category (e.g. ORDER) intent Fine-grained intent (e.g.... See the full description on the dataset page: https://huggingface.co/datasets/Porameht/customer-support-th-26.9k.

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2026-08-31
  • task_categories:text-generation
  • task_categories:text-classification
  • language:th
  • license:cc-by-sa-3.0
  • size_categories:10K<n<100K
  • format:parquet
  • modality:text
  • library:datasets
  • library:pandas
  • library:polars
  • ...truncated...

Relevant because it matches: customer, support.

RachidAb02/Finance-Accounting

Dataset Card for Dataset Name This dataset card aims to be a base template for new datasets. It has been generated using this raw template. Dataset Details Dataset Description Curated by: [More Information Needed] Funded by [optional]: [More Information Needed] Shared by [optional]: [More Information Needed] Language(s) (NLP): [More Information Needed] License: [More Information Needed] Dataset Sources [optional] Repository: [More... See the full description on the dataset page: https://huggingface.co/datasets/RachidAb02/Finance-Accounting.

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2023-12-15
  • task_categories:question-answering
  • language:aa
  • license:mit
  • size_categories:n<1K
  • format:json
  • modality:text
  • library:datasets
  • library:pandas
  • library:mlcroissant
  • library:polars
  • ...truncated...

Relevant because it matches: finance, accounting.

TheTokenFactory/sec-contracts-financial-extraction-instructions

S&P 500 SEC Financial Extraction Instructions Dataset Summary 7,683 instruction-tuning examples for training LLMs to extract structured financial data from SEC filings. Covers two filing types across S&P 500 companies: Split Examples Filing Type Description train 3,430 Exhibit 10 + DEF 14A Positive examples with validated outputs corrective 4,253 Exhibit 10 + DEF 14A Corrective, rescued, and negative examples Exhibit 10 - Material Contracts (2... See the full description on the dataset page: https://huggingface.co/datasets/TheTokenFactory/sec-contracts-financial-extraction-instructions.

Use case
Information Extraction
Source
Hugging Face
Type
Text
Updated
2026-04-10
  • task_categories:text-generation
  • task_categories:token-classification
  • language:en
  • license:cc-by-4.0
  • size_categories:10K<n<100K
  • format:json
  • modality:text
  • library:datasets
  • library:pandas
  • library:polars
  • ...truncated...

Relevant because it matches: ner, finance.

EmmanuelJDP/dgcp-procurement-risk-do

LexMetrix AltData: Dominican Procurement Risk Intelligence (2021-2026) Public procurement dataset + risk scoring model for monopoly detection, compliance auditing, and open-data research across Latin America. Dataset Overview Metric Value Records 305,094 government contracts Period January 2021 - June 2026 Government spending analyzed USD 14.6 billion CRITICAL risk flags 2,632 contracts (0.86%) 5+ year monopoly patterns 193 contracts... See the full description on the dataset page: https://huggingface.co/datasets/EmmanuelJDP/dgcp-procurement-risk-do.

Use case
Document AI
Source
Hugging Face
Type
Text
Updated
2026-06-06
  • size_categories:n<1K
  • format:parquet
  • modality:text
  • library:datasets
  • library:pandas
  • library:polars
  • library:mlcroissant
  • region:us

Relevant because it matches: records, procurement.

Andyrasika/Ecommerce_FAQ

Ecommerce FAQ Chatbot Dataset Overview The Ecommerce FAQ Chatbot Dataset is a valuable collection of questions and corresponding answers, meticulously curated for training and evaluating chatbot models in the context of an Ecommerce environment. This dataset is designed to assist developers, researchers, and data scientists in building effective chatbots that can handle customer inquiries related to an Ecommerce platform. Contents The dataset comprises a total of 79 question-answer pairs... See the full description on the dataset page: https://huggingface.co/datasets/Andyrasika/Ecommerce_FAQ.

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2023-07-18
  • license:creativeml-openrail-m
  • size_categories:n<1K
  • format:json
  • modality:text
  • library:datasets
  • library:pandas
  • library:mlcroissant
  • library:polars
  • region:us

Relevant because it matches: ecommerce, customer.

DenyTranDFW/Mercedes_Benz_Retail_Receivables_LLC_1463814

cik form accessionNumber fileNumber filmNumber reportDate url 1463814 ABS-EE 0000950131-18-001228 333-212311 18946066 2018-06-30 https://sec.gov/Archives/edgar/data/1463814/000095013118001228 1463814 ABS-EE 0000950131-18-001229 333-212311 18946077 2018-06-30 https://sec.gov/Archives/edgar/data/1463814/000095013118001229 1463814 ABS-EE 0000950131-18-001670 333-212311 181029607 2018-07-31 https://sec.gov/Archives/edgar/data/1463814/000095013118001670 1463814 ABS-EE... See the full description on the dataset page: https://huggingface.co/datasets/DenyTranDFW/Mercedes_Benz_Retail_Receivables_LLC_1463814.

Use case
Document AI
Source
Hugging Face
Type
Text
Updated
2026-08-23
  • license:gpl
  • size_categories:10M<n<100M
  • format:parquet
  • modality:tabular
  • modality:text
  • library:datasets
  • library:dask
  • library:polars
  • library:mlcroissant
  • region:us

Relevant because it matches: form.

electricsheepeurope/europe-owid-medium-high-level-implementation-of-sustainable-public-procurement

Medium High Level Implementation Of Sustainable Public Procurement | Europe (Our World in Data) 42 observations . 26 Europe countries . 2020-2022 . Repackaged by Electric Sheep Europe TL;DR This dataset contains 42 observations of Medium High Level Implementation Of Sustainable Public Procurement data across 26 Europe countries, spanning 2020-2022. About the source Source: Our World in Data Publisher: Our World in Data License: cc-by-4.0... See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-medium-high-level-implementation-of-sustainable-public-procurement.

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2026-06-06
  • task_categories:tabular-classification
  • task_categories:tabular-regression
  • task_categories:time-series-forecasting
  • multilinguality:monolingual
  • language:en
  • license:cc-by-4.0
  • size_categories:n<1K
  • format:parquet
  • modality:text
  • modality:tabular
  • ...truncated...

Relevant because it matches: procurement, forecasting.

mo35/quant-finance-dataset

Quantitative Finance Fine-Tuning Dataset A dataset of 24 Q&A examples designed to fine-tune large language models (LLMs) for quantitative finance. Categories Category Topics Examples Volatility Models SABR (corrected), Bergomi, rBergomi, Heston 5 Derivatives Pricing Dupire, VIX, Black-Scholes Greeks, CVaR 5 Interest Rates & Credit HJM, Hull-White, Merton, CDS 4 Numerical Methods Crank-Nicolson, Monte Carlo, FFT, LSM 5 Quant Strategies Momentum, Pairs... See the full description on the dataset page: https://huggingface.co/datasets/mo35/quant-finance-dataset.

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2026-04-22
  • language:en
  • license:apache-2.0
  • size_categories:n<1K
  • format:parquet
  • format:optimized-parquet
  • modality:text
  • library:datasets
  • library:pandas
  • library:polars
  • library:mlcroissant
  • ...truncated...

Relevant because it matches: finance, pricing.

beanjar/sp500-business-description-sentence-bert-embeddings

Embeddings derived from business descriptions of S&P500 companies using sentence-BERT, SentenceTransformer('all-MiniLM-L6-v2') to be exact. For more info on evaluation of sentence transformers (specifcailly the huge GPT-3 versus smaller models see: https://twitter.com/Nils_Reimers/status/1487014195568775173)

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2023-02-05
  • license:mit
  • size_categories:n<1K
  • format:csv
  • modality:tabular
  • modality:text
  • library:datasets
  • library:pandas
  • library:mlcroissant
  • library:polars
  • region:us

Relevant because it matches: business.

dipawidia/ecommerce-product-reviews-sentiment

Dataset Summary This dataset contains 11,606 product reviews gathered from various indonesian brands and products in several e-commerce such as Shopee, Tokopedia, Lazada, Bukalapak, Blili, and Zalora. each row is marked as 1 for positive sentiment and 0 for negative sentiment. This dataset has been transformed, selecting in a random way a subset of them, applying a cleaning process, and dividing them between the test and train subsets, keeping a balance between the number of... See the full description on the dataset page: https://huggingface.co/datasets/dipawidia/ecommerce-product-reviews-sentiment.

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2024-06-19
  • task_categories:text-classification
  • language:id
  • language:en
  • size_categories:10K<n<100K
  • format:json
  • modality:text
  • library:datasets
  • library:pandas
  • library:mlcroissant
  • library:polars
  • ...truncated...

Relevant because it matches: ecommerce.

Falah/ads-retail

Dataset Card for "ads-retail" More Information needed

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2023-09-16
  • size_categories:10K<n<100K
  • format:parquet
  • modality:text
  • library:datasets
  • library:pandas
  • library:mlcroissant
  • library:polars
  • region:us

Relevant because it matches: retail.

gbharti/finance-alpaca

This dataset is a combination of Stanford's Alpaca (https://github.com/tatsu-lab/stanford_alpaca) and FiQA (https://sites.google.com/view/fiqa/) with another 1.3k pairs custom generated using GPT3.5 Script for tuning through Kaggle's (https://www.kaggle.com) free resources using PEFT/LoRa: https://www.kaggle.com/code/gbhacker23/wealth-alpaca-lora GitHub repo with performance analyses, training and data generation scripts, and inference notebooks: https://github.com/gaurangbharti1/wealth-alpaca... See the full description on the dataset page: https://huggingface.co/datasets/gbharti/finance-alpaca.

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2025-11-24
  • task_categories:text-generation
  • language:en
  • license:mit
  • size_categories:10K<n<100K
  • format:json
  • modality:text
  • library:datasets
  • library:pandas
  • library:mlcroissant
  • library:polars
  • ...truncated...

Relevant because it matches: finance.

electricsheepafrica/africa-synth-retail-and-ecommerce-supply-chain-logistics-data-nigeria

Supply Chain Logistics Data | Africa (Electric Sheep Africa metadata inventory) Size category: 100K<n<1M - Formats: parquet - Sector: culture_language - Engineered by Electric Sheep Africa TL;DR This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context. What This Dataset Covers Public datasets... See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-retail-and-ecommerce-supply-chain-logistics-data-nigeria.

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2026-08-12
  • task_categories:tabular-classification
  • task_categories:tabular-regression
  • multilinguality:monolingual
  • language:en
  • license:other
  • size_categories:100K<n<1M
  • format:parquet
  • modality:tabular
  • modality:text
  • library:datasets
  • ...truncated...

Relevant because it matches: logistics, retail, ecommerce. Watch-outs: synthetic.

dltdojo/ecommerce-faq-chatbot-dataset

Dataset Card for "ecommerce-faq-chatbot-dataset" More Information needed

Use case
Business Operations
Source
Hugging Face
Type
Text
Updated
2023-06-13
  • size_categories:n<1K
  • format:parquet
  • modality:text
  • library:datasets
  • library:pandas
  • library:mlcroissant
  • library:polars
  • region:us

Relevant because it matches: ecommerce.

BPA Model Resources

Public Model Resources for BPA

Public listings are descriptive discovery artifacts, not deployment, security, commercial-use, or license-compatibility conclusions.

Source: Kaggle Models API and Hugging Face Hub API Generated: 2026-09-13 11:07:19 UTC Curation rule: 1 Search: document classification, document understanding, invoice parsing, information extraction, named entity recognition, forecasting, fraud detection

Public Kaggle and Hugging Face model resources ranked for BPA relevance. A listed license is disclosure, not a Cognaptus legal compatibility determination.

impira/layoutlm-document-qa

impira/layoutlm-document-qa

Source: Hugging Face

Listed author: impira

Open source resource
Last updated
2023-03-18T00:54:24.000Z
likes
Not available from Hugging Face
Repository artifacts
13
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
11
Frameworks
  • transformers
Listed licenses
  • mit
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • tf
  • safetensors
  • layoutlm
  • document-question-answering
  • pdf
  • en
  • license:mit
  • endpoints_compatible
  • region:us
Discovery signals

Positive: document; pdf; pipeline:document-question-answering

qwen-lm/qwen-3-vl

Qwen 3 VL

Source: Kaggle

Listed author: QwenLM

Open source resource

Qwen3-VL is the most powerful vision-language model in its series, offering significant upgrades in visual perception, reasoning, and context understanding

Last updated
2025-10-22T11:07:49.9733087Z
votes
368
Variants
24
Fine-tunable
Listed as yes
Smallest artifact size
6.5 GB
Discovery relevance
11
Frameworks
  • transformers
Listed licenses
  • Apache 2.0
Use cases
  • Document AI
  • Business Analytics
Tags
  • image
  • video
  • vision transformer
Discovery signals

Positive: ocr; document; demand

impira/layoutlm-invoices

impira/layoutlm-invoices

Source: Hugging Face

Listed author: impira

Open source resource
Last updated
2023-03-25T20:21:25.000Z
likes
Not available from Hugging Face
Repository artifacts
14
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
11
Frameworks
  • transformers
Listed licenses
  • cc-by-nc-sa-4.0
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • safetensors
  • layoutlm
  • document-question-answering
  • pdf
  • invoices
  • en
  • license:cc-by-nc-sa-4.0
  • endpoints_compatible
  • region:us
Discovery signals

Positive: document; pdf; pipeline:document-question-answering

jinhybr/OCR-DocVQA-Donut

jinhybr/OCR-DocVQA-Donut

Source: Hugging Face

Listed author: jinhybr

Open source resource
Last updated
2022-11-04T22:23:22.000Z
likes
Not available from Hugging Face
Repository artifacts
10
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
11
Frameworks
  • transformers
Listed licenses
  • mit
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • vision-encoder-decoder
  • image-text-to-text
  • donut
  • image-to-text
  • vision
  • document-question-answering
  • arxiv:2111.15664
  • license:mit
  • endpoints_compatible
  • region:us
Discovery signals

Positive: ocr; document; pipeline:document-question-answering

cloudqi/CQI_Visual_Question_Awnser_PT_v0

cloudqi/CQI_Visual_Question_Awnser_PT_v0

Source: Hugging Face

Listed author: cloudqi

Open source resource
Last updated
2023-03-29T19:42:30.000Z
likes
Not available from Hugging Face
Repository artifacts
13
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
11
Frameworks
  • adapter-transformers
Listed licenses
  • apache-2.0
Use cases
  • Document AI
Tags
  • adapter-transformers
  • pytorch
  • tf
  • safetensors
  • layoutlm
  • document-question-answering
  • pdf
  • pt
  • en
  • license:apache-2.0
  • region:us
Discovery signals

Positive: document; pdf; pipeline:document-question-answering

faisalraza/layoutlm-invoices

faisalraza/layoutlm-invoices

Source: Hugging Face

Listed author: faisalraza

Open source resource
Last updated
2022-12-20T16:23:25.000Z
likes
Not available from Hugging Face
Repository artifacts
13
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
11
Frameworks
  • transformers
Listed licenses
  • cc-by-nc-sa-4.0
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • layoutlm
  • document-question-answering
  • pdf
  • invoices
  • en
  • license:cc-by-nc-sa-4.0
  • endpoints_compatible
  • region:us
Discovery signals

Positive: document; pdf; pipeline:document-question-answering

Quantumhash/Quantum_Doc_QA

Quantumhash/Quantum_Doc_QA

Source: Hugging Face

Listed author: Quantumhash

Open source resource
Last updated
2025-06-09T13:53:24.000Z
likes
Not available from Hugging Face
Repository artifacts
14
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
11
Frameworks
  • Not available from Hugging Face
Listed licenses
  • mit
Use cases
  • Document AI
Tags
  • pytorch
  • tf
  • safetensors
  • layoutlm
  • document-question-answering
  • pdf
  • en
  • license:mit
  • region:us
Discovery signals

Positive: document; pdf; pipeline:document-question-answering

pranithkantamneni/frauddetection

Fraud-Detection-Model

Source: Kaggle

Listed author: pranith kantamneni

Open source resource
Last updated
2024-10-01T07:56:59.7567651Z
votes
1
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
4.5 MB
Discovery relevance
10
Frameworks
  • scikitlearn
Listed licenses
  • MIT
Use cases
  • Document AI
  • Business Analytics
Tags
  • categorical
  • finance
  • data cleaning
  • classification
  • feature engineering
  • random forest
  • IPython
  • numpy
  • pandas
  • randomForest
  • seaborn
  • sklearn
Discovery signals

Positive: form; fraud; transaction

google/embeddinggemma

EmbeddingGemma

Source: Kaggle

Listed author: Google

Open source resource

EmbeddingGemma is a 300m parameter, state-of-the-art for its size, open embedding model from Google, built from Gemma 3 (with T5Gemma initialization) and the same research and technology used to create Gemini models.

Last updated
2025-09-04T05:55:23.9934575Z
votes
59
Variants
4
Fine-tunable
Listed as yes
Smallest artifact size
1.2 GB
Discovery relevance
8
Frameworks
  • transformers
  • onnx
Listed licenses
  • Gemma
Use cases
  • Document AI
  • Business Analytics
Tags
  • text
  • sentence similarity
Discovery signals

Positive: document; form; pdf; anomaly

Negative: benchmark

serhiikharchuk/llama-3.1-minitron-4b-width-base

Llama-3.1-Minitron-4B-Width-Base

Source: Kaggle

Listed author: Serhii Kharchuk

Open source resource

Llama 3.1 Minitron 4B Width Base

Last updated
2024-08-23T10:33:50.0995329Z
votes
23
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
8.4 GB
Discovery relevance
8
Frameworks
  • transformers
Listed licenses
  • Other (specified in description)
Use cases
  • Document AI
Tags
  • text
Discovery signals

Positive: document; pdf

ahmedsayed0007/ask-your-pdf-rag-system

Ask_Your_PDF_Rag_System

Source: Kaggle

Listed author: Ahmed Sayed

Open source resource
Last updated
2025-11-13T00:00:18.9685816Z
votes
10
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
2.6 KB
Discovery relevance
8
Frameworks
  • other
Listed licenses
  • AI Pubs Open RAIL-M License
Use cases
  • Document AI
Discovery signals

Positive: document; pdf

ashrithraojupelly/sentiment-analysis-and-clusters

Sentiment Analysis and clusters

Source: Kaggle

Listed author: jupelly ashrith

Open source resource
Last updated
2024-05-03T09:49:44.4781087Z
votes
2
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
1.7 KB
Discovery relevance
8
Frameworks
  • tensorflow2
Listed licenses
  • Apache 2.0
Use cases
  • Document AI
Discovery signals

Positive: document; form

golammostofas/astra

Astra

Source: Kaggle

Listed author: Md. Golam Mostofa

Open source resource

ASTRA LLM: Evokes vast knowledge, like the stars or the universe.

Last updated
2024-11-20T04:50:13.606303Z
votes
0
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
6.4 GB
Discovery relevance
8
Frameworks
  • pytorch
Listed licenses
  • MIT
Use cases
  • Document AI
Tags
  • nlp
  • text
  • pytorch
  • text classification
  • text generation
  • gpt2
Discovery signals

Positive: document; form

eachadea/ggml-vicuna-13b-1.1

eachadea/ggml-vicuna-13b-1.1

Source: Hugging Face

Listed author: eachadea

Open source resource
Last updated
2023-08-19T04:43:19.000Z
likes
Not available from Hugging Face
Repository artifacts
21
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
7
Frameworks
  • Not available from Hugging Face
Listed licenses
  • apache-2.0
Use cases
  • Document AI
Tags
  • document-question-answering
  • license:apache-2.0
  • region:us
Discovery signals

Positive: document; pipeline:document-question-answering

naver-clova-ix/donut-base-finetuned-docvqa

naver-clova-ix/donut-base-finetuned-docvqa

Source: Hugging Face

Listed author: naver-clova-ix

Open source resource
Last updated
2024-03-09T13:01:37.000Z
likes
Not available from Hugging Face
Repository artifacts
11
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
7
Frameworks
  • transformers
Listed licenses
  • mit
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • vision-encoder-decoder
  • image-text-to-text
  • donut
  • image-to-text
  • vision
  • document-question-answering
  • arxiv:2111.15664
  • license:mit
  • endpoints_compatible
  • region:us
Discovery signals

Positive: document; pipeline:document-question-answering

fxmarty/tiny-doc-qa-vision-encoder-decoder

fxmarty/tiny-doc-qa-vision-encoder-decoder

Source: Hugging Face

Listed author: fxmarty

Open source resource
Last updated
2023-10-17T09:09:37.000Z
likes
Not available from Hugging Face
Repository artifacts
11
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
7
Frameworks
  • transformers
Listed licenses
  • mit
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • vision-encoder-decoder
  • image-text-to-text
  • document-question-answering
  • license:mit
  • endpoints_compatible
  • region:us
Discovery signals

Positive: document; pipeline:document-question-answering

tiennvcs/layoutlmv2-base-uncased-finetuned-docvqa

tiennvcs/layoutlmv2-base-uncased-finetuned-docvqa

Source: Hugging Face

Listed author: tiennvcs

Open source resource
Last updated
2021-10-31T16:33:32.000Z
likes
Not available from Hugging Face
Repository artifacts
15
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
7
Frameworks
  • transformers
Listed licenses
  • cc-by-sa-4.0
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • tensorboard
  • layoutlmv2
  • document-question-answering
  • generated_from_trainer
  • license:cc-by-sa-4.0
  • endpoints_compatible
  • region:us
Discovery signals

Positive: document; pipeline:document-question-answering

rubentito/layoutlmv3-base-mpdocvqa

rubentito/layoutlmv3-base-mpdocvqa

Source: Hugging Face

Listed author: rubentito

Open source resource
Last updated
2024-06-06T08:35:37.000Z
likes
Not available from Hugging Face
Repository artifacts
10
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
7
Frameworks
  • transformers
Listed licenses
  • cc-by-nc-sa-4.0
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • layoutlmv3
  • document-question-answering
  • DocVQA
  • Document Question Answering
  • Document Visual Question Answering
  • en
  • dataset:rubentito/mp-docvqa
  • arxiv:2212.05935
  • arxiv:1905.13648
  • base_model:microsoft/layoutlmv3-base
Discovery signals

Positive: document; pipeline:document-question-answering

lakshminarasimhau/land-price-prediction-data-statistical-methods

Land Price Prediction Data - Statistical Methods

Source: Kaggle

Listed author: LAKSHMI NARASIMHA ULLIKALLU

Open source resource
Last updated
2024-06-15T08:09:57.7148582Z
votes
3
Variants
2
Fine-tunable
Listed as yes
Smallest artifact size
114 bytes
Discovery relevance
7
Frameworks
  • other
Listed licenses
  • Other (specified in description)
Use cases
  • Document AI
  • Business Analytics
Discovery signals

Positive: document; forecasting

MariaK/layoutlmv2-base-uncased_finetuned_docvqa_v2

MariaK/layoutlmv2-base-uncased_finetuned_docvqa_v2

Source: Hugging Face

Listed author: MariaK

Open source resource
Last updated
2023-02-09T15:42:05.000Z
likes
Not available from Hugging Face
Repository artifacts
13
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
7
Frameworks
  • transformers
Listed licenses
  • cc-by-nc-sa-4.0
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • tensorboard
  • layoutlmv2
  • document-question-answering
  • generated_from_trainer
  • license:cc-by-nc-sa-4.0
  • endpoints_compatible
  • region:us
Discovery signals

Positive: document; pipeline:document-question-answering

alimohamed01/named-entity-recognition-ner-v2

named-entity-recognition

Source: Kaggle

Listed author: Ali Mohamed Ali

Open source resource
Last updated
2024-08-09T20:45:19.2821071Z
votes
2
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
21.6 MB
Discovery relevance
7
Frameworks
  • other
Listed licenses
  • MIT
Use cases
  • Document AI
  • Information Extraction
Tags
  • united states
  • china
  • africa
  • advanced
  • nlp
  • lstm
  • text
  • spaCy
  • keras
  • numpy
  • pandas
  • tensorflow
Discovery signals

Positive: form; ner

tiennvcs/layoutlmv2-large-uncased-finetuned-infovqa

tiennvcs/layoutlmv2-large-uncased-finetuned-infovqa

Source: Hugging Face

Listed author: tiennvcs

Open source resource
Last updated
2021-11-09T13:42:04.000Z
likes
Not available from Hugging Face
Repository artifacts
13
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
7
Frameworks
  • transformers
Listed licenses
  • cc-by-nc-sa-4.0
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • tensorboard
  • layoutlmv2
  • document-question-answering
  • generated_from_trainer
  • license:cc-by-nc-sa-4.0
  • endpoints_compatible
  • region:us
Discovery signals

Positive: document; pipeline:document-question-answering

tiennvcs/layoutlmv2-base-uncased-finetuned-infovqa

tiennvcs/layoutlmv2-base-uncased-finetuned-infovqa

Source: Hugging Face

Listed author: tiennvcs

Open source resource
Last updated
2021-11-01T16:13:10.000Z
likes
Not available from Hugging Face
Repository artifacts
15
Fine-tunable
Listed as no
Smallest artifact size
.na.real bytes
Discovery relevance
7
Frameworks
  • transformers
Listed licenses
  • cc-by-sa-4.0
Use cases
  • Document AI
Tags
  • transformers
  • pytorch
  • tensorboard
  • layoutlmv2
  • document-question-answering
  • generated_from_trainer
  • license:cc-by-sa-4.0
  • endpoints_compatible
  • region:us
Discovery signals

Positive: document; pipeline:document-question-answering

angelchaudhary/credit-card-fraud-detection-model

Credit Card Fraud Detection With Random Forest

Source: Kaggle

Listed author: Angel

Open source resource

Exploring machine learning techniques for accurate fraud detection using a large dataset and robust evaluation metrics.

Last updated
2025-01-09T12:30:50.627745Z
votes
17
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
131.6 KB
Discovery relevance
6
Frameworks
  • scikitlearn
Listed licenses
  • Apache 2.0
Use cases
  • Business Analytics
Tags
  • data cleaning
  • deep learning
  • random forest
  • pca
Discovery signals

Positive: fraud; transaction

andrometocs/andro_lstm_rnn_deeplearning_model_v1

andro_lstm_rnn_deeplearning_model_v1

Source: Kaggle

Listed author: Andrometocs

Open source resource
Last updated
2024-12-17T18:47:11.3365298Z
votes
8
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
403.5 KB
Discovery relevance
6
Frameworks
  • other
Listed licenses
  • Apache 2.0
Use cases
  • Business Analytics
Discovery signals

Positive: forecast; forecasting; anomaly; demand

googleai/timesfm

TimesFM

Source: Kaggle

Listed author: Google AI

Open source resource

The pretrained time-series foundation model developed by Google Research for time-series forecasting.

Last updated
2024-06-12T19:03:22.834069Z
votes
8
Variants
1
Fine-tunable
Listed as no
Smallest artifact size
776.6 MB
Discovery relevance
6
Frameworks
  • pax
Listed licenses
  • Apache 2.0
Use cases
  • Business Analytics
Tags
  • time series analysis
  • transformer
Discovery signals

Positive: forecast; forecasting

payaldhokane/fraud-sense

FRAUD SENSE

Source: Kaggle

Listed author: Payal Dhokane

Open source resource

Advancing Fraud Detection through Tabular GAN Based Synthetic Transactions

Last updated
2026-01-14T16:11:58.4492092Z
votes
3
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
26.0 MB
Discovery relevance
6
Frameworks
  • scikitlearn
Listed licenses
  • Apache 2.0
Use cases
  • Business Analytics
Tags
  • finance
  • banking
  • outlier analysis
  • gan
  • tabular
  • model explainability
  • catboost
  • synthetic
Discovery signals

Positive: fraud; transaction

hassanjameelahmed/global-corn-supply-storytelling

Global Corn Supply Storytelling

Source: Kaggle

Listed author: Hassan Jameel Ahmed

Open source resource
Last updated
2026-01-30T15:09:36.6166358Z
votes
2
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
1.5 MB
Discovery relevance
6
Frameworks
  • other
Listed licenses
  • Other (specified in description)
Use cases
  • Business Analytics
Discovery signals

Positive: forecasting; demand

csmohamedayman/ml-reg-tsf-store-item-demand-forecasting

ml-reg-tsf-store-item-demand-forecasting

Source: Kaggle

Listed author: Ayman M.

Open source resource
Last updated
2025-02-18T18:49:38.7760245Z
votes
2
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
1.0 MB
Discovery relevance
6
Frameworks
  • scikitlearn
Listed licenses
  • MIT
Use cases
  • Business Analytics
Discovery signals

Positive: forecasting; demand

shriyasingh900/walmart-project

Walmart Project

Source: Kaggle

Listed author: Shriya Singh

Open source resource

Sales from Walmart, used for analyzing trends, forecasting demand, and optimizing retail operations.

Last updated
2024-12-16T11:02:15.4720124Z
votes
2
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
1.6 MB
Discovery relevance
6
Frameworks
  • scikitlearn
Listed licenses
  • Apache 2.0
Use cases
  • Business Analytics
Tags
  • data visualization
  • time series analysis
  • data analytics
  • outlier analysis
  • optimization
Discovery signals

Positive: forecast; forecasting; demand; transaction

krishnagarigipati/credit-card-fraud-detector-xgboost

Credit Card Fraud Detector XGBoost

Source: Kaggle

Listed author: Krishna Garigipati

Open source resource

A high-accuracy model for detecting fraudulent transactions with optimized performance.

Last updated
2025-02-19T06:14:38.9225443Z
votes
1
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
117.8 KB
Discovery relevance
6
Frameworks
  • other
Listed licenses
  • Apache 2.0
Use cases
  • Business Analytics
Tags
  • banking
  • intermediate
  • gradient boosting
  • xgboost
  • tabular
  • optimization
Discovery signals

Positive: fraud; transaction

mirajuddin1357/credit-card-fraud-detection-classification

Credit-Card-Fraud-Detection-Classification

Source: Kaggle

Listed author: Miraj Ud Din

Open source resource
Last updated
2026-01-21T18:23:45.3101264Z
votes
1
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
101.0 MB
Discovery relevance
6
Frameworks
  • other
Listed licenses
  • CC0: Public Domain
Use cases
  • Business Analytics
Discovery signals

Positive: fraud; transaction

google/gemma-3

Gemma 3

Source: Kaggle

Listed author: Google

Open source resource

Gemma is a family of lightweight, state-of-the-art open models from Google, built from the same research and technology used to create the Gemini models.

Last updated
2025-10-06T17:20:31.6821844Z
votes
834
Variants
61
Fine-tunable
Listed as yes
Smallest artifact size
404.1 MB
Discovery relevance
5
Frameworks
  • pytorch
  • transformers
  • gemmacpp
  • gguf
  • tflite
  • flax
  • onnx
Listed licenses
  • Gemma
Use cases
  • Document AI
Tags
  • image
  • text
  • image classification
  • text classification
  • text generation
Discovery signals

Positive: document; pdf

Negative: benchmark

google/t5gemma

T5Gemma

Source: Kaggle

Listed author: Google

Open source resource

T5Gemma is a family of encoder-decoder large language models, developed by adapting pretrained decoder-only Gemma into encoder-decoder.

Last updated
2025-06-20T02:22:31.7948673Z
votes
180
Variants
64
Fine-tunable
Listed as yes
Smallest artifact size
468.4 MB
Discovery relevance
5
Frameworks
  • transformers
  • flax
Listed licenses
  • Gemma
Use cases
  • Document AI
Tags
  • text
  • text generation
  • text-to-text generation
  • english
  • t5
Discovery signals

Positive: document; pdf

Negative: benchmark

google/vaultgemma

VaultGemma

Source: Kaggle

Listed author: Google

Open source resource

VaultGemma is a variant of the Gemma family of lightweight, state-of-the-art open models from Google

Last updated
2025-09-09T12:54:12.60392Z
votes
101
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
1.9 GB
Discovery relevance
5
Frameworks
  • transformers
Listed licenses
  • Gemma
Use cases
  • Document AI
Tags
  • text generation
  • english
Discovery signals

Positive: document; pdf

Negative: benchmark

metaresearch/llama-3.2-vision

Llama 3.2 Vision

Source: Kaggle

Listed author: Meta

Open source resource

The Llama 3.2-Vision collection of multimodal large language models (LLMs) is a collection of pretrained and instruction-tuned image reasoning generative models in 11B and 90B sizes (text + images in / text out).

Last updated
2024-09-25T00:00:00Z
votes
81
Variants
8
Fine-tunable
Listed as yes
Smallest artifact size
19.8 GB
Discovery relevance
5
Frameworks
  • pytorch
  • transformers
Listed licenses
  • Llama 3.2 (Vision) Community License
Use cases
  • Document AI
Tags
  • image
  • text
  • text generation
Discovery signals

Positive: document; contract; pdf

Negative: benchmark

google/t5gemma-2

T5Gemma 2

Source: Kaggle

Listed author: Google

Open source resource

T5Gemma 2 is the next evolution of T5Gemma, adapted based on Gemma 3, featuring the first multi-modal and long-context encoder-decoder models.

Last updated
2025-12-12T21:04:08.5929093Z
votes
56
Variants
3
Fine-tunable
Listed as yes
Smallest artifact size
1.5 GB
Discovery relevance
5
Frameworks
  • transformers
Listed licenses
  • Gemma
Use cases
  • Document AI
Tags
  • text generation
  • text-to-text generation
  • multimodal
  • image-to-text
  • t5
Discovery signals

Positive: document; pdf

Negative: benchmark

qwen-lm/qwen2.5-vl

Qwen2.5 VL

Source: Kaggle

Listed author: QwenLM

Open source resource

Qwen2.5-VL is the new flagship vision-language model of Qwen

Last updated
2025-04-15T11:19:20.2066669Z
votes
18
Variants
8
Fine-tunable
Listed as yes
Smallest artifact size
3.2 GB
Discovery relevance
5
Frameworks
  • transformers
Listed licenses
  • Other (specified in description)
Use cases
  • Document AI
Tags
  • transformers
  • vision transformer
  • english
  • multimodal
Discovery signals

Positive: ocr; document

Negative: benchmark

domdejonge/essay-detection

essay detection

Source: Kaggle

Listed author: Dom De Jonge

Open source resource

a set of models used to detect if an essay was written by humans or Large Language models

Last updated
2024-03-30T16:22:48.0579473Z
votes
9
Variants
3
Fine-tunable
Listed as yes
Smallest artifact size
1.6 GB
Discovery relevance
5
Frameworks
  • pytorch
  • transformers
Listed licenses
  • BSD-3-Clause
Use cases
  • Document AI
Tags
  • artificial intelligence
  • text
  • binary classification
  • text classification
  • english
  • deberta-v3
Discovery signals

Positive: document; form

Negative: medical

nikhiltumbde/gemma-2-9b-hf

gemma-2-9b-hf

Source: Kaggle

Listed author: Nikhil Tumbde

Open source resource

gemma 2 9B variant from huggingface

Last updated
2024-07-30T16:42:01.7492633Z
votes
9
Variants
1
Fine-tunable
Listed as yes
Smallest artifact size
34.4 GB
Discovery relevance
5
Frameworks
  • pytorch
Listed licenses
  • Apache 2.0
Use cases
  • Document AI
Tags
  • question answering
  • text segmentation
  • text classification
  • token classification
  • text generation
  • text-to-text generation
Discovery signals

Positive: document; pdf

Negative: benchmark