DriftLogic™

Download Sample

DriftLogic™

Foundational Systems for Artificial Intelligence Developers

Structured essays.

Each essay includes major claims, claims, premises, and source text. Ready for parsing, fine-tuning, or probing.

Relation identification.

Relations between argument units are labeled and linked, from support to attack.

Effortless downloads.

Hosted on Gumroad for instant, secure access. No account required.

Choose Your DriftData Tier

Only pay for what you need, from free sample to full commercially licensed corpus

Free Tier

Ideal for Learners & Demos

150 Annotated Persuasive Essays

JSON Format

Includes License, Usage.md, and schema.md

CC BY-NC 4.0 License

(non-commercial)

Download Sample

Core Tier

$19 - $29

Ideal for students & researchers

Set 1 & Set 2: 750 unique essays each, no overlap

$19 each, or get both in the $29 bundle

Includes License, Usage.md, and Schema.md

CC BY-NC 4.0 License

(non-commercial)

View Sets

Pro Tier

$69

Ideal for commercial & institutional use

Full 1,500 Annotated Persuasive Essay Dataset

Includes everything from Core Tier

Pro License for Commercial Use

Includes License, Usage.md, Schema.md, Citation.cff

Priority Support and Documentation

Buy Pro

Build Your Core Tier Training Set

Choose individual sets or get the complete bundle.

Set 1

$19

750 Annotated Persuasive Essays

+All Essays from Free Tier Set

Labeled Argument Units + Relation Links

CC BY-NC 4.0 License

(non-commercial)

Includes full schema, changelog, usage documentation

Buy Set 1

Set 2

$19

750 Annotated Persuasive Essays (Distinct from Set 1)

+All Essays from Free Tier Set

Labeled Argument Units + Relation Links

CC BY-NC 4.0 License

(non-commercial)

Includes full schema, changelog, usage documentation

Buy Set 2

Bundle

$29

Complete Annotated Dataset of 1,500 Essays

CC BY-NC 4.0 License

Includes full schema, changelog, usage documentation

+All Essays from Free Tier Set

Buy the Bundle

What’s included with Pro?

Free and Core Tiers include CC BY-NC licensed data. Pro unlocks expanded datasets with commercial use rights as well as priority support and documentation.

How do I cite or license DriftData?

Cite DriftLogic with provided attribution. See the license page for full terms and citation formats.

More details or need support?

Email founder@driftlogic.ai or review docs for specifics on licensing, usage, and support contacts.

What’s included with Pro?

Free and Core Tiers include CC BY-NC licensed data. Pro unlocks expanded datasets with commercial use rights as well as priority support and documentation.

How do I cite or license DriftData?

Cite DriftLogic with provided attribution. See the license page for full terms and citation formats.

More details or need support?

Email founder@driftlogic.ai or review docs for specifics on licensing, usage, and support contacts.

License Types.

Choose the right option.

Non-Commercial

Commercial

Non-Commercial License

Included with the Free and Core Tier Sets

Creative Commons Attribution-NonCommercial 4.0 International Public License (CC BY-NC 4.0)

By exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial 4.0 International Public License ("Public License").

To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material...

Section 1 – Definitions

Adapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor.

Copyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights.

Effective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.

(Additional sections abbreviated for clarity...)

Summary & Reference

This license lets others remix, adapt, and build upon the work non-commercially. New works must acknowledge the creator and be non-commercial, but do not have to be licensed under identical terms.

Human-readable summary: https://creativecommons.org/licenses/by-nc/4.0/

Full legal code: https://creativecommons.org/licenses/by-nc/4.0/legalcode

Commercial License

Included with the Pro Bundle

DriftLogic AI — Commercial Dataset License v1.0

================================================

Effective Date: 1JULY2025

Licensed Dataset: DriftData Synthetic Argument-Mining Dataset (Pro Bundle)

Licensor: DriftLogic AI

Licensee: Purchaser of the dataset

------------------------------------------------

1. Grant of License

------------------------------------------------

DriftLogic AI grants you ("Licensee") a non-exclusive, non-transferable, royalty-free, and revocable license to use the Dataset for internal commercial use, subject to the terms below.

------------------------------------------------

2. Permitted Uses

------------------------------------------------

Use of the Dataset for commercial machine learning workflows, including:

- Internal model training, evaluation, and fine-tuning

- Integration into products, services, or applications

- Publication of results derived from analysis of the Dataset, provided attribution is maintained

Use across teams within your organization (single legal entity)

------------------------------------------------

3. Restrictions

------------------------------------------------

Redistribution, resale, sublicensing, or public hosting of the raw Dataset or any substantial portion thereof is strictly prohibited

Use by affiliates, clients, or third parties outside your organization requires a separate license

Use of the Dataset in any product or service where the raw data or labeled structure is exposed to end users (e.g., dataset marketplaces, educational toolkits) is not allowed without written permission

------------------------------------------------

4. Attribution

------------------------------------------------

If any product, paper, model card, or public output incorporates data or results derived from this Dataset, the following attribution is required:

“Portions of this product/model were trained on data provided by DriftLogic AI.”

A citation of the dataset's origin is appreciated, especially in academic or published work.

------------------------------------------------

5. Termination

------------------------------------------------

This license is effective upon purchase and continues unless terminated. DriftLogic AI may revoke this license:

- If Licensee violates any term

- If the Dataset is found to be redistributed or misused

Upon termination, Licensee must immediately cease using the Dataset and delete all local copies.

------------------------------------------------

6. Ownership & IP

------------------------------------------------

The Dataset is copyrighted by DriftLogic AI.

This license does not grant ownership—only permission to use the data within the stated bounds.

------------------------------------------------

7. No Warranty

------------------------------------------------

THE DATASET IS PROVIDED “AS IS,” WITHOUT WARRANTY OF ANY KIND.

DRIFTLOGIC AI DISCLAIMS ALL LIABILITY, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO ACCURACY, PERFORMANCE, FITNESS FOR A PARTICULAR PURPOSE, OR NONINFRINGEMENT.

------------------------------------------------

8. Contact

------------------------------------------------

For questions, expanded usage rights, or enterprise licensing:

founder@driftlogic.ai

------------------------------------------------

Signed,

DriftLogic AI

--Foundational Systems for Artificial Intelligence Developers--

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Legal

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DriftLogic™

DriftLogic™

Foundational Systems for Artificial Intelligence Developers

Foundational Systems for Artificial Intelligence Developers

Choose Your DriftData Tier

Choose Your DriftData Tier

Only pay for what you need, from free sample to full commercially licensed corpus

Only pay for what you need, from free sample to full commercially licensed corpus

Build Your Core Tier Training Set

Build Your Core Tier Training Set

Choose individual sets or get the complete bundle.

Choose individual sets or get the complete bundle.

Stay in the loop.

Stay in the loop.

Join the DriftLogic list to hear about new datasets, project updates, and early access to new DriftLogic tools

Join the DriftLogic list to hear about new datasets, project updates, and early access to new DriftLogic tools

License Types.

Choose the right option.

Non-Commercial License

Non-Commercial License

Creative Commons Attribution-NonCommercial 4.0 International Public License (CC BY-NC 4.0)

By exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial 4.0 International Public License ("Public License").

To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material...

Section 1 – Definitions

Copyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights.

Effective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.

(Additional sections abbreviated for clarity...)

Summary & Reference

This license lets others remix, adapt, and build upon the work non-commercially. New works must acknowledge the creator and be non-commercial, but do not have to be licensed under identical terms.

Human-readable summary: https://creativecommons.org/licenses/by-nc/4.0/

Full legal code: https://creativecommons.org/licenses/by-nc/4.0/legalcode

Commercial License

DriftLogic AI — Commercial Dataset License v1.0

================================================

Effective Date: 1JULY2025

Licensed Dataset: DriftData Synthetic Argument-Mining Dataset (Pro Bundle)

Licensor: DriftLogic AI

Licensee: Purchaser of the dataset

------------------------------------------------

1. Grant of License

------------------------------------------------

DriftLogic AI grants you ("Licensee") a non-exclusive, non-transferable, royalty-free, and revocable license to use the Dataset for internal commercial use, subject to the terms below.

------------------------------------------------

2. Permitted Uses

------------------------------------------------

Use of the Dataset for commercial machine learning workflows, including:

- Internal model training, evaluation, and fine-tuning

- Integration into products, services, or applications

- Publication of results derived from analysis of the Dataset, provided attribution is maintained

Use across teams within your organization (single legal entity)

------------------------------------------------

3. Restrictions

------------------------------------------------

Redistribution, resale, sublicensing, or public hosting of the raw Dataset or any substantial portion thereof is strictly prohibited

Use by affiliates, clients, or third parties outside your organization requires a separate license

Use of the Dataset in any product or service where the raw data or labeled structure is exposed to end users (e.g., dataset marketplaces, educational toolkits) is not allowed without written permission

------------------------------------------------

4. Attribution

------------------------------------------------

If any product, paper, model card, or public output incorporates data or results derived from this Dataset, the following attribution is required:

“Portions of this product/model were trained on data provided by DriftLogic AI.”

A citation of the dataset's origin is appreciated, especially in academic or published work.

------------------------------------------------

5. Termination

------------------------------------------------

This license is effective upon purchase and continues unless terminated. DriftLogic AI may revoke this license:

- If Licensee violates any term

- If the Dataset is found to be redistributed or misused

Upon termination, Licensee must immediately cease using the Dataset and delete all local copies.

------------------------------------------------

6. Ownership & IP

------------------------------------------------

The Dataset is copyrighted by DriftLogic AI.

This license does not grant ownership—only permission to use the data within the stated bounds.

------------------------------------------------

7. No Warranty

------------------------------------------------

THE DATASET IS PROVIDED “AS IS,” WITHOUT WARRANTY OF ANY KIND.

DRIFTLOGIC AI DISCLAIMS ALL LIABILITY, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO ACCURACY, PERFORMANCE, FITNESS FOR A PARTICULAR PURPOSE, OR NONINFRINGEMENT.

------------------------------------------------