| --- |
| license: cc-by-nc-4.0 |
| base_model: numind/NuNER-multilingual-v0.1 |
| pipeline_tag: token-classification |
| tags: |
| - ner |
| - multilingual |
| - onnx |
| - transformers.js |
| --- |
| |
| # Riidact NER — multilingual names & places |
|
|
| Token-classification model (PER / LOC / ORG) powering |
| [Riidact](https://riidact.com)'s on-device name detection. Runs |
| in the browser via transformers.js + ONNX Runtime; the quantized weights |
| (`onnx/model_quantized.onnx`, ~178 MB) are what ships. |
|
|
| ## License |
|
|
| These fine-tuned weights are released under **CC-BY-NC-4.0**: free to use, |
| share, and adapt for **non-commercial** purposes, with attribution. For commercial use, contact Riidact. |
|
|
| The MIT-licensed base model (`numind/NuNER-multilingual-v0.1`) is unaffected |
| and remains available under its own terms — see the NOTICE below. The |
| non-commercial terms apply to this fine-tune, not to the underlying base. |
|
|
| ## Coverage |
|
|
| Fine-tuned on 103 languages; **88 are certified** by a two-tier benchmark: |
| realistic-sentence recall with a zero-false-positive corpus (72 languages), |
| plus held-out WikiANN validation at PER F1 ≥ 0.80 (84 languages). |
|
|
| ## Lineage |
|
|
| - **Backbone:** [numind/NuNER-multilingual-v0.1](https://huggingface.co/numind/NuNER-multilingual-v0.1) (MIT) |
| - **Training data:** WikiANN (Wikipedia-derived, PAN-X annotations), 501k |
| sentences across 103 languages, plus a small synthetic supplement of |
| conversational name shapes (honorific patterns) that Wikipedia-derived |
| data lacks. |
|
|
| ## Recommended inference floors |
|
|
| Span mean confidence, per entity: PER ≥ 0.55, LOC ≥ 0.9 (precision-first; |
| calibrated against the benchmark corpus above). |
|
|
| ## NOTICE |
|
|
| This model is a derivative of `numind/NuNER-multilingual-v0.1`, licensed under |
| the MIT License: |
|
|
| ``` |
| MIT License |
| |
| Copyright (c) NuMind |
| |
| 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: |
| |
| The above copyright notice and this permission notice shall be included in all |
| copies or substantial portions of the Software. |
| |
| 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. |
| ``` |
|
|
| The MIT terms cover the base model. The additional non-commercial terms |
| (CC-BY-NC-4.0) apply to the fine-tuning contribution in these weights. |
|
|
