Request access to the evaluation sample

This is a gated, evaluation-only sample from a larger proprietary screenplay development and evaluation dataset. Access is reviewed manually.

This gated repository is for controlled internal evaluation only. Please answer the questions below so the request can be reviewed.

Log in or Sign Up to review the conditions and access this dataset content.

PPDF Screenwriting Revision & Evaluation Sample Pack

A gated, evaluation-only sample from a larger proprietary screenplay development and evaluation dataset built from single-author, author-owned screenplay work.

Dataset summary

This repository is a controlled technical review sample, not the full commercial corpus.

Its purpose is to let qualified reviewers inspect the structure, provenance posture, and practical signal quality of the dataset before any broader licensing discussion. The sample is meant to answer three questions:

  1. Does the data contain usable corrective signal?
  2. Does the data stand on its own as a benchmark or evaluation surface?
  3. Is the right commercial surface the raw corpus, a benchmark layer, a fine-tune-ready bundle, a prompt asset, or another derivative product?

What is in this repository

This sample includes selected package folders from a larger 30-package corpus. Each package is drawn from structured human-AI screenplay development and evaluation work and may include:

  • provenance and visibility documentation
  • message-level interaction traces
  • contribution cards with failure modes, corrections, and reasoning
  • evaluation harness materials
  • basic machine-ready appendices
  • support files for provenance review

What makes this sample different

1. Single-author provenance

The underlying screenplay material is original author-owned work. This is not scraped internet text, crowdsourced annotation, or mixed-source creative writing.

2. Revision-centered signal

The core value is not just generated text. It is the movement from weaker to stronger creative decisions, including:

  • failure modes
  • practitioner corrections
  • comparative judgment
  • narrative refinement
  • evaluation logic

3. Multi-surface utility

Different reviewers may see different value in the same sample:

  • Training / preference workflows: correction patterns can be assessed for SFT, DPO, or prompt-optimization suitability
  • Benchmarking workflows: evaluation harness materials can be assessed as external calibration criteria
  • Compliance workflows: provenance materials can be assessed for chain-of-title and audit posture

Best use of this gated sample

This gated sample is best used for:

  • internal technical review
  • schema inspection
  • benchmark design review
  • signal-density assessment
  • error-analysis review
  • suitability assessment for fine-tuning, preference learning, or prompt optimization

What this gated sample is not for

Access to this repository does not grant:

  • production use
  • redistribution rights
  • model training rights
  • deployment rights
  • sublicense rights
  • ownership transfer

This sample is for controlled evaluation only.

Recommended reviewer questions

A strong technical reviewer should be able to answer the following after inspecting the sample:

  • Is the corrective signal specific enough to justify extraction or normalization work?
  • Does the evaluation layer feel like a real benchmark surface or only a general rubric?
  • Is the sample stronger as a training-data product, a benchmark product, or a derivative-product seed?
  • How much schema translation would be required to fit an existing workflow?

Limitations

  • This is a sample, not the full corpus.
  • The repository is meant to show structure and signal quality, not the full commercial scope.
  • Current files may require downstream normalization depending on the reviewer’s preferred schema.
  • The subject matter is concentrated in screenplay development and evaluation, so generalization beyond adjacent creative workflows should be tested rather than assumed.

Provenance and rights posture

  • Single author: Myron Ward
  • Source material: original screenplay work
  • Chain of title: retained by author
  • Third-party IP: not included in the licensed sample
  • Commercial access to the broader corpus: handled separately

Commercial note

The full underlying corpus contains broader package coverage, more complete machine-ingestible materials, and wider licensing options than what appears in this gated repository.

If the sample is relevant, the next step is not open access. The next step is a fit discussion around the right access layer.

Contact

Myron Ward
Meta-Flywheel Ventures
Myfilms79@gmail.com

Downloads last month
8