Licence: weights CC BY-NC-SA 4.0 (non-commercial); code, design and training process MIT
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LICENSE-APACHE
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LICENSE.md
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# Licence
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| 2 |
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**The model weights are non-commercial. The code, the model design and the training process are MIT.**
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| 4 |
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| what | licence |
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|---|---|
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| Trained weights in this repository: the core model and every add-on module ("arm"), in every precision and checkpoint | [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/) (attribution, non-commercial, share-alike) |
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| 8 |
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| Code files in this repository (modeling, configuration, loaders) | MIT (text below); `relay.py` and `arms.py`: Apache-2.0, adapted from [amoe-lora](https://github.com/AbstractEyes/amoe-lora) (NOTICE) |
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| The model design and the complete training process: the training library, recipes, configs and reports | MIT, at [github.com/AbstractEyes/alephllm](https://github.com/AbstractEyes/alephllm) |
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## Why the weights are non-commercial
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| 12 |
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The Beatrix line is trained from scratch on openly licensed text. Some of that text carries terms that the trained
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| 14 |
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weights keep:
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| 15 |
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| 16 |
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- child-directed speech from CHILDES, via TalkBank, is licensed CC BY-NC-SA 3.0, and TalkBank's rules exclude its use
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in commercial models;
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| 18 |
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- Wikipedia and WikiText are licensed CC BY-SA (share-alike).
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| 19 |
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So the weights are released for non-commercial use, with attribution and share-alike. Anything you make with the
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| 21 |
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weights under these terms must carry this licence file. The code, the design and the full recipe stay MIT: you can
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| 22 |
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reproduce or adapt the process for any purpose, including training your own model on data you are licensed to use.
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| 23 |
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## Training sources
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| 25 |
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The sources of mini-beatrix-3, the broadest mix of the line. Earlier generations trained on subsets of these; each
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generation's manifest in the [training repository](https://huggingface.co/AbstractPhil/alephllm-mini-beatrix-training)
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lists its own.
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| source | licence |
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| 31 |
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|---|---|
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| 32 |
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| [FineWeb-Edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu) | ODC-By 1.0 (and the Common Crawl terms of use) |
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| 33 |
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| [WikiText-103](https://huggingface.co/datasets/Salesforce/wikitext) | CC BY-SA 3.0 / GFDL |
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| 34 |
+
| [Wikipedia, simple and English](https://huggingface.co/datasets/wikimedia/wikipedia) (2023-11-01) | CC BY-SA / GFDL |
|
| 35 |
+
| CHILDES child-directed speech via [AO-CHILDES](https://huggingface.co/datasets/deven367/babylm-100M-aochildes) | CC BY-NC-SA 3.0 ([TalkBank](https://talkbank.org/0share/rules.html)) |
|
| 36 |
+
| [TinyStories](https://huggingface.co/datasets/roneneldan/TinyStories) | CDLA-Sharing-1.0 |
|
| 37 |
+
| [Cosmopedia v2](https://huggingface.co/datasets/HuggingFaceTB/smollm-corpus) | ODC-By |
|
| 38 |
+
| [SODA](https://huggingface.co/datasets/allenai/soda) | CC BY 4.0 |
|
| 39 |
+
| [Social IQa](https://huggingface.co/datasets/allenai/social_i_qa) | CC BY 4.0 |
|
| 40 |
+
| [bAbI tasks v1.2](https://huggingface.co/datasets/facebook/babi_qa) | CC BY 3.0 |
|
| 41 |
+
| [ProofWriter](https://allenai.org/data/proofwriter) | CC BY (as reported; the upstream terms are being confirmed) |
|
| 42 |
+
| [ATOMIC 2020](https://github.com/allenai/comet-atomic-2020) | CC BY |
|
| 43 |
+
| [OpenGloss v1.3 definitions](https://huggingface.co/datasets/mjbommar/opengloss-v1.3-definitions) | CC BY 4.0 |
|
| 44 |
+
| [Project Gutenberg English](https://huggingface.co/datasets/sedthh/gutenberg_english) | public-domain texts |
|
| 45 |
+
| Procedural generators and identity text from the training library | MIT |
|
| 46 |
+
|
| 47 |
+
Some of these sources are machine-generated by other providers' models (TinyStories, SODA, OpenGloss, Cosmopedia);
|
| 48 |
+
their dataset cards describe how.
|
| 49 |
+
|
| 50 |
+
## MIT licence (code, design, process)
|
| 51 |
+
|
| 52 |
+
Copyright (c) 2026 AbstractPhil
|
| 53 |
+
|
| 54 |
+
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated
|
| 55 |
+
documentation files (the "Software"), to deal in the Software without restriction, including without limitation the
|
| 56 |
+
rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit
|
| 57 |
+
persons to whom the Software is furnished to do so, subject to the following conditions:
|
| 58 |
+
|
| 59 |
+
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the
|
| 60 |
+
Software.
|
| 61 |
+
|
| 62 |
+
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE
|
| 63 |
+
WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
|
| 64 |
+
COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
|
| 65 |
+
OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
|
NOTICE
ADDED
|
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|
| 1 |
+
This repository includes code adapted from amoe-lora (https://github.com/AbstractEyes/amoe-lora),
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| 2 |
+
Copyright 2026 AbstractPhil, licensed under the Apache License, Version 2.0 (LICENSE-APACHE): relay.py, arms.py.
|
README.md
CHANGED
|
@@ -1,5 +1,5 @@
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|
| 1 |
---
|
| 2 |
-
license:
|
| 3 |
language: en
|
| 4 |
pipeline_tag: text-generation
|
| 5 |
base_model: AbstractPhil/mini-beatrix-2s
|
|
@@ -249,3 +249,7 @@ The research memory behind every design decision is maintained privately;
|
|
| 249 |
the laws the code cites (supply ≤ 2D, min-separation governance, budget
|
| 250 |
composition, born-null weight-zero, the damping law) are measured, not
|
| 251 |
aesthetic.
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|
|
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|
| 1 |
---
|
| 2 |
+
license: cc-by-nc-sa-4.0
|
| 3 |
language: en
|
| 4 |
pipeline_tag: text-generation
|
| 5 |
base_model: AbstractPhil/mini-beatrix-2s
|
|
|
|
| 249 |
the laws the code cites (supply ≤ 2D, min-separation governance, budget
|
| 250 |
composition, born-null weight-zero, the damping law) are measured, not
|
| 251 |
aesthetic.
|
| 252 |
+
|
| 253 |
+
## Licence
|
| 254 |
+
|
| 255 |
+
The weights are **non-commercial**: [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/), because the training text includes CHILDES child-directed speech (CC BY-NC-SA, via TalkBank) and Wikipedia / WikiText (CC BY-SA). The code files, the model design and the full training process are MIT ([AbstractEyes/alephllm](https://github.com/AbstractEyes/alephllm)); `relay.py` and `arms.py` are adapted from amoe-lora under Apache-2.0 ([NOTICE](NOTICE)). The full terms and the list of training sources: [LICENSE.md](LICENSE.md).
|