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| license: cc-by-nc-4.0 | |
| language: en | |
| tags: [authorship, embeddings, book-of-mormon-authorship, 1780-1830] | |
| # Style encoder (BOM-30) | |
| Authorship style embeddings (Amendment 24): the time-locked model fine-tuned with a contrastive | |
| objective so that passages by the same author land close together. `297m/style.pt` and | |
| `590m/style.pt` are the encoders on the 297M and 590M backbones (`style_embed.train.StyleEncoder` | |
| in the GitHub repository; `load_encoder(path, cfg, "base")` or `"mid"`), with their training | |
| logs. Benchmark: 297M 0.839 right author, 0.500 false matches (`benchmark_297m.json`); 590M 0.839, | |
| 0.628 (`benchmark_590m.json`). | |
| ## About | |
| Part of an open, pre-registered study of the authorship, borrowing and dating of the | |
| earliest Book of Mormon text (https://github.com/lifehug/book-of-mormon-authorship; pre-registration https://osf.io/6ugxc/). The project does not argue for or | |
| against divine inspiration. Everything is published so it can be checked and redone; the corpus | |
| texts we agreed to keep private are not, and the repository's `docs/replication.md` gives the | |
| steps to obtain the same access. | |
| **Licence:** CC BY-NC 4.0. **Training data:** English printed 1780-1830 (Internet Archive, Harvard | |
| Institutional Books 1.0, HathiTrust public-domain volumes, Text Creation Partnership), with the | |
| Book of Mormon and everything after 1830 removed; see the base model cards | |
| (`etherfuse/timelocked-1830-125m`). Contains derivatives of Harvard Institutional Books 1.0, | |
| Institutional Data Initiative, Harvard Law School Library; used for noncommercial research. | |
| **Checksums:** every file's SHA-256 is in the GitHub repository, `data/manifests/hf_<repo>.jsonl`. | |