Guidelines for New Testament Draft Generation
Overview
Scripture Forge has successfully deployed AI-assisted draft generation to accelerate preparation of first drafts for Old Testament translation projects. This established capability has now been extended to benefit New Testament translation projects. This innovation can significantly reduce the time required for a translator to prepare a high quality first draft of their New Testament book.
Effective use of Scripture Forge draft generation for New Testament projects depends on several key considerations:
- At least one completed Gospel is required to get started.
- Some book sequences perform much better than other sequences for draft generation.
- Understanding Scripture Forge’s new incremental draft generation capability and estimated draft quality is important to maximize benefits from New Testament draft generation for the Gospels and Acts.
This document provides essential guidance for using Scripture Forge draft generation in a New Testament translation project. The guidance offers insight into the likely draft quality for different New Testament books at various stages of a project, and explains how to get the most benefit from incremental draft generation and draft quality estimates.
Audience
This guidance document is designed for those involved in the planning, execution, and quality control of New Testament projects using Scripture Forge draft generation.
Primary Audience
- Project Planners: To understand the effect of book sequencing on draft quality, and to anticipate the expected changes in draft quality when planning timelines and resource allocation.
- Team Leads: To make informed, practical decisions when selecting the next book for translation to maximize the benefits of AI drafting.
Secondary Audiences
- Translators and Reviewers: To understand draft quality estimates and how book sequencing and incremental draft generation impact the quality of the drafts they will be working with.
- Translation Consultants: To advise teams on the best implementation strategies for using draft generation.
- Trainers: To understand the draft generation methodology for New Testament projects in order to effectively train translation teams.
Background
Scripture Forge draft generation uses Artificial Intelligence to learn from your previously translated Scripture and to provide rough drafts of new books for your Paratext project. These rough drafts can be edited or consulted by the translation team to create a first draft, saving valuable time and effort while improving quality.
Draft generation is enabled by three important types of data - your reference project, your Paratext project, and your drafting source.
- Reference project
The DBL resource or Paratext project that your translation team primarily consults as they translate (i.e., your “model text”). - Paratext project
Completed books from your Paratext project. Especially for New Testament projects, the specific completed books in your project influence generated draft quality. - Drafting source
The DBL resource or Paratext project that will be used for generating drafts. This is typically the same as the Reference Project.
Key Concepts
Draft Quality
Scripture Forge drafts are not perfect and will always need review and improvement by experienced translators. Some drafts will be more accurate than others. This is due to inherent limitations in current Artificial Intelligence technology, as well as the challenges of translating novel New Testament vocabulary and concepts in the book being drafted. For example, when a project has translated the Gospels and is generating a draft for Acts, the draft may have poor translations for new words such as “Pentecost” and “Cappadocia”.
With the introduction of New Testament draft generation, Scripture Forge has developed a method of estimating the quality of the generated draft. Book-level draft quality can be used as a guide for strategic decisions regarding book sequencing. Chapter-level draft quality can be used to evaluate the need for incremental draft generation, or to anticipate the time needed for editing, improvement, and checking. It is important to understand these values as draft quality estimates, and use them for general insights and guidance, rather than as quality checking tools.
Book and chapter draft quality estimates are expressed using a green / yellow / red scheme.
- Green: the book (or chapter) draft is likely to be useful1.
- Yellow: the book (or chapter) draft is probably useful.
- Red: the book (or chapter) draft may not be useful.
Draft quality estimates can be provided by the Scripture Forge Engineer-in-the-Loop (EITL) support team.
Book Sequences
Scripture Forge draft generation is intended to be used in a book-at-a-time manner, particularly for New Testament projects. After the first Gospel is translated, a draft can be generated for the next New Testament book. After the team uses this draft to complete their translation of this second book, the third book draft is generated, and so on. This New Testament book sequence can affect the quality of each book draft.
These guidelines are organized around two commonly used book sequences (Canonical and Luke / Acts / 5 T’s), and a new book sequence optimized for draft generation (Draft- Optimized).
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Canonical
The Canonical book sequence begins with Matthew and progresses through to Revelation in canonical order. Draft generation can be introduced to the translation project after Matthew has been translated. -
Luke / Acts / 5 T’s
The Luke / Acts / 5 T’s book sequence starts with Luke, then Acts, then 1 & 2 Thessalonians, 1 & 2 Timothy, and Titus (the 5 T’s). For the remaining New Testament books, the sequence varies. Draft generation can be introduced after Luke has been translated. -
Draft-Optimized
The Draft-Optimized book sequence is designed to offer the best draft quality as each book is drafted, minimizing fluctuations in quality as a team progresses through the New Testament. This book sequence mirrors the Canonical order through the Gospels and Acts, but differs for the remaining books. Draft generation can be introduced after Matthew has been translated.
Incremental Draft Generation
For most New Testament books, a draft is generated once for the entire book. However, for the Gospels and Acts, it can be helpful to use the incremental draft generation method, which involves the following steps:
- Initial Draft: An initial draft of the entire book is generated.
- Review & Improve: The translation team reviews and improves 8-10 chapters of this initial draft.
- Incremental Draft: The Scripture Forge EITL support team uses these completed chapters to generate an updated draft of the remaining chapters.
- Integrate & Review: The translation team imports the updated draft into their Paratext project, then reviews and improves additional chapters.
- Repeat: Incremental draft generation is repeated for longer books:
- For Mark and John, incremental draft generation is only performed once.
- For Matthew, Luke and Acts, incremental draft generation is performed twice: once after the first 8-10 chapters, and again after the second 8-10 chapters.
Incremental Draft Generation is an optional method for translating the Gospels and Acts. The Scripture Forge EITL team can provide project-specific guidance and quality estimates for your project, as well as guidance regarding the estimated quality of the chapter drafts.
Incremental Draft Generation is not yet available as a self-service Scripture Forge feature, and must be requested through the Scripture Forge EITL team.
Engineer-in-the-Loop (EITL)
The Scripture Forge Engineer-in-the-Loop (EITL) team supports Old Testament translation projects as they begin using draft generation, offering advice and options for configuring Scripture Forge to get the best results. With the introduction of New Testament draft generation, the Scripture Forge EITL team is now able to provide the same support for New Testament projects, as well as offering draft quality estimation and incremental draft generation.
How to Use this Document
- Review the New Testament Drafting Guidance section below for insights about New Testament draft generation.
- Review the book sequence descriptions (Canonical, Luke / Acts / 5 T’s, and Draft- Optimized) and select the book sequence that is most similar to your project’s progress and plans.
- Review the general guidance and sequence-specific guidance to make decisions as you plan the book sequence for your project. Consider the use of incremental draft generation for the Gospels and Acts.
- Review the Frequently Asked Questions section to explore common questions about New Testament draft generation, incremental draft generation, and EITL support for New Testament projects.
Additional Information
Interested in accelerating your New Testament project using Scripture Forge draft generation? Contact us at [email protected].
New Testament Drafting Guidance
General Guidance
Through experimentation, we’ve established both general guidance and book-sequence-specific guidance. Our key general guidance for New Testament draft generation is as follows:
- Before starting draft generation:
- The team should have already manually completed at least one of the Synoptic Gospels.
- Completing Matthew or Luke first before draft generation is preferable for higher quality drafts.
- Completing Mark first is also acceptable for most projects.
- The team should have already manually completed at least one of the Synoptic Gospels.
- When drafting the Gospels and Acts:
- We recommend the sequence of Matthew -> Mark -> Luke -> John -> Acts for the best experience, with Luke -> Mark -> Matthew -> John -> Acts as another good alternative.
- Expect that the Synoptic Gospels will contain the best generated drafts.
- Drafts of John tend to be of a lower quality than drafts of the Synoptics, and drafts of Acts are usually the lowest quality of these books. Waiting until the Synoptics have been drafted will result in higher quality drafts for these books.
- Incremental draft generation provides a significant improvement in the draft quality of the Gospels and Acts.
- This process involves finishing 8-10 chapters of a book and then requesting a new draft of the remaining chapters for improved draft quality. For more information on how incremental draft generation works, please go to the earlier section on Incremental Draft Generation under Key Concepts.
- If there is any concern about the draft quality of some chapters, consider leaving those for the end, so that those chapters can benefit the most from the incremental draft generation. The EITL team can offer chapter-by-chapter estimates of draft quality and flag chapters that may have significantly lower quality.
- We recommend the sequence of Matthew -> Mark -> Luke -> John -> Acts for the best experience, with Luke -> Mark -> Matthew -> John -> Acts as another good alternative.
- Before drafting the Epistles, it is highly recommended to draft Acts. This book, more than any of the Gospels, has the most impact on the draft quality of the Epistles.
- When drafting the Epistles:
- 1-3 John and 1-2 Thessalonians are the best Epistles to start with due to their higher draft quality.
- Hebrews and 2 Corinthians are recommended to be saved for the end because they usually have the lowest draft quality in the Epistles.
- For the numbered Epistles (1-2 Thessalonians, 1-2 Timothy, 1-2 Peter, 1-3 John), completing one of them will improve the draft quality of the other(s) in the set.
- We recommend completing books within a set in order (e.g., 1 Corinthians before 2 Corinthians), with the exception that 2 Timothy should be completed before 1 Timothy to maximize draft quality.
- We encourage drafting and completing Epistles one book at a time rather than generating drafts of multiple Epistles at once. This maximizes the draft quality of each Epistle.
- If drafts of a specific Epistle are initially not high enough quality, it can be saved for later and attempted again after more books have been completed.
- For projects that are using a non-Latin script, there may be more of a need to stick closer to the outlined guidance to maximize draft quality.
Sequence-Specific Guidance
In addition to our general guidance, we’ve outlined sequence-specific guidance below tailored to different book sequences. Two specific book sequences are covered, Canonical and Luke/Acts/5 T’s, which reflect likely paths a translation team may take through the New Testament. There is also a third Draft-Optimized section for projects without a predetermined book sequence, which contains guidance to optimize draft quality for each stage of New Testament drafting.
Canonical Book Sequence
Definition: MAT, MRK, LUK, JHN, ACT, ROM, 1CO, 2CO, GAL, EPH, PHP, COL, 1TH, 2TH, 1TI, 2TI, TIT, PHM, HEB, JAS, 1PE, 2PE, 1JN, 2JN, 3JN, JUD, REV
Overview: The Canonical book sequence is the canonical order from Matthew to Revelation. It produces the best draft quality for the Gospels and Acts and serves as the best starting point for drafting the Epistles. However, Epistle draft quality may vary significantly book to book in this sequence.
Assumptions: At least one book (Matthew) must already be finished before starting draft generation, so that Scripture Forge has enough data to learn from and so that translation teams gain the experience of translating one medium-to-large book.
Sequence-specific Guidance:
- Gospels: The Canonical sequence matches our guidance exactly for the Gospels and Acts, so there are no additional cautions here beyond what was described in the general guidance.
- Acts: The initial draft quality of Acts tends to be lower than that of the Gospels, so applying incremental draft generation can be especially beneficial and important here.
- Before Epistles: Completing all of the Gospels + Acts before generating drafts of the Epistles results in the highest Epistle draft quality.
- Epistles:
- Expect draft quality fluctuations throughout the Epistles.
- For instance, 1 Timothy may be a drop in quality compared to 2 Thessalonians, but 2 Timothy will likely be noticeably better than 1 Timothy.
- 1-3 John and 1-2 Thessalonians often have the highest draft quality.
- Romans, 2 Corinthians, 1 Timothy, Hebrews, James, and 2 Peter all tend to have lower draft quality.
- If the draft for one of these books is not high enough quality for your team’s purposes, it may be worth considering leaving that book for the end to maximize its draft quality.
- Expect draft quality fluctuations throughout the Epistles.
- Relative Quality Across Sequence: Figure 1 provides a rough estimate of the relative draft quality you may experience across the Canonical book sequence.

Figure 1. Draft Quality by Book (Canonical Book Sequence)
Luke / Acts / 5 T’s Book Sequence
Definition: LUK; ACT; 1TH, 2TH, 1TI, 2TI, TIT; any other book
Overview: The Luke/Acts/5T’s book sequence prioritizes translating Acts and some of the Epistles earlier than the Canonical sequence. Although the draft quality of these early Epistles will not be as high compared to the Canonical and Draft-Optimized sequences, the inclusion of Acts as the second book helps improve the Epistle draft quality substantially.
Assumptions: At least one book (Luke) must already be finished before starting draft generation, so that Scripture Forge has enough data to learn from and so that translation teams gain the experience of translating one medium-to-large book.
Sequence-specific Guidance:
- Acts: Since there is only one book of training data (Luke), the drafts of Acts will be lower quality with this book sequence. Therefore, it’s more likely to be important for incremental draft generation to be applied every 8-10 chapters to improve the remaining chapters. Consider leaving certain chapters with lower quality for the end, so that those chapters can benefit the most from the incremental draft generation. The EITL team can offer chapter-by-chapter estimates of draft quality and flag chapters that may have significantly lower quality.
- 5 T’s: Once Acts is added to the training set, the drafts of the next Epistles in this sequence typically increase in quality significantly.
- Recommended sequence for the 5 T’s:
1 Thessalonians, 2 Thessalonians, 2 Timothy, Titus, 1 Timothy - Figure 2 provides a rough estimate of the relative draft quality you may experience for Acts and the 5 T’s:
- Recommended sequence for the 5 T’s:

Figure 2. Draft Quality by Book (Luke / Acts / 5 T’s - Early Books)
- Remaining New Testament books:
- The remaining Gospels can be done at any point and will almost certainly have the highest quality drafts of any remaining books. Translating the remaining Gospels earlier tends to increase the quality of the other Epistles due to their size.
- After the 5 T’s have been completed, the next best options for the remaining Epistles are the following: 1-3 John, Philemon, and 1 Corinthians.
- Once a few Epistles have been completed beyond the 5 T’s, see the Draft-Optimized Book Sequence for more guidance on the remaining Epistles.
- The Scripture Forge EITL team can provide book-by-book project-specific guidance on estimated draft quality as you progress through the remaining New Testament books.
- Figure 3 provides a rough estimate of the relative draft quality you may experience when choosing your next book after completing Luke, Acts, and the 5 T’s:

Figure 3. Draft Quality by Book (Luke / Acts / 5 T’s -> Other Books)
Draft-Optimized Book Sequence
Overview: The Draft-Optimized book sequence provides guidance for those whose project plans have a degree of flexibility in their book sequence. It is designed to minimize fluctuations in draft quality throughout the New Testament. The book sequence begins with Matthew, then progresses through Mark, Luke, John, and Acts (in canonical order). After Acts, the optimal book sequence can vary from project to project, though common patterns exist that inform our recommendations.
Assumptions: One Synoptic Gospel must already be finished before starting draft generation, so that Scripture Forge has enough data to learn from and so that translation teams gain the experience of translating one medium-to-large book. If your team has not chosen their first book yet, consider this guidance on how the choice of first book impacts the draft quality of the rest of the Gospels and Acts:
- Best first choices: Matthew or Luke → results in the highest quality drafts
- Potential fallback: Mark → results in a bit lower quality drafts than Matthew or Luke
- Not recommended: John or Acts → results in much lower quality drafts
Sequence-specific Guidance:
- After first book, and before drafting Epistles:
- Gospels+Acts Recommended Sequence: Matthew, Mark, Luke, John, Acts
- Considerations:
- Gospels+Acts: Generally, drafting the Synoptic Gospels results in high-quality early drafts, followed by John, with Acts being the lowest quality.
- If drafting Epistles before completing Gospels+Acts:
- Draft at least Matthew and Acts, or Luke and Acts, before drafting Epistles
- Epistles should be no earlier than the third book
- Expect that Epistle draft quality will be lower than if you had finished all the Gospels and Acts first. Going back to do the rest of the Gospels will significantly improve the draft quality of the remaining Epistles, so we recommend doing the remaining Gospels earlier rather than later.
- Epistles
- The following book sequence through the Epistles is recommended for projects following a draft-optimized sequence: 1JN, 2JN, 3JN, 1TH, 2TH, REV, 1CO, 2TI, GAL, 1PE, PHP, ROM, TIT, EPH, PHM, JAS, 2PE, JUD, 1TI, COL, HEB, 2CO
- Our recommendations for the Epistles are most consistent across projects for the first few and last few Epistles.
- Drafts of 1-3 John and 1-2 Thessalonians often have the highest draft quality.
- Drafts of Hebrews and 2 Corinthians often have the lowest draft quality unless drafted at the end or near the end of the New Testament.
- For the numbered Epistles (1-2 Thessalonians, 1-2 Timothy, 1-2 Peter, 1-3 John), completing one of them will improve the draft quality of the other(s) in the set. Generally, they should be done in order (e.g., 1 Corinthians before 2 Corinthians), with the exception that 2 Timothy should be completed before 1 Timothy to maximize draft quality.
- In general, Epistle drafts of a particular book will improve as more New Testament books are included in training. Therefore, if drafts of a specific Epistle are initially not high enough quality, then it could be attempted again after more books have been completed for increased draft quality.
- Relative Quality Across Sequence: Figure 4 provides a rough estimate of the relative draft quality you may experience for the Draft-Optimized sequence. You may experience lower draft quality at times as you progress through your project. Please contact the EITL team if you encounter an unexpected dip in quality when generating a new book draft.

Figure 4. Draft Quality by Book (Draft-Optimized Book Sequence)