| # Notices |
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| The model weights are released under the Apache License 2.0 (`LICENSE`). The code in this folder is MIT (`LICENSE-CODE`). |
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| ## Base model |
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| Ettin encoder, `jhu-clsp/ettin-encoder-32m`, released by its authors (Johns Hopkins University, CLSP) under the MIT licence. The weights here are a fine-tuned derivative. The MIT notice must stay with copies: |
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| Copyright (c) 2025 Johns Hopkins University Center for Language and Speech Processing |
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| Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated |
| documentation files (the "Software"), to deal in the Software without restriction, including without limitation the |
| rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit |
| persons to whom the Software is furnished to do so, subject to the following conditions: |
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| The above copyright notice and this permission notice shall be included in all copies or substantial portions of the |
| Software. |
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| THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE |
| WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR |
| COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR |
| OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. |
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| Source: https://github.com/JHU-CLSP/ettin-encoder-vs-decoder/blob/main/LICENSE |
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| ## Teacher |
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| Training labels were produced by AutoJev-27B (`denis-pplx/autojev-27b`, revision `6f5b557e`, weights Apache-2.0, code MIT; base Qwen3.8-27B, Apache-2.0). |
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| ## Training data credits |
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| - AMI Meeting Corpus, CC BY 4.0. Carletta et al., "The AMI Meeting Corpus", https://groups.inf.ed.ac.uk/ami/corpus/ |
| - YouTube-Commons (PleIAs), CC BY 4.0, transcripts of CC BY videos. Channel, video link, title, date and licence for every video used are in `YOUTUBE_ATTRIBUTIONS.jsonl`. Changes: excerpts of automatic transcripts, cut into sentence-sized pieces. |
| - ClaimBuster dataset (Arslan, Hassan, Li, Tremayne), CC BY 4.0, https://doi.org/10.5281/zenodo.3609356 |
| - MASSIVE (FitzGerald et al., Amazon), CC BY 4.0 |
| - ABCD: Action-Based Conversations Dataset (Chen et al., ASAPP), MIT |
| - SporeLabs templates: written by us for this project. |
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