# \#nlp

**URL:** https://discourse.ossbase.org/tag/nlp/9.md

[Latest](https://discourse.ossbase.org/latest.md) · [Categories](https://discourse.ossbase.org/categories.md) · [Tags](https://discourse.ossbase.org/tags.md)

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## [New multilingual severity classifiers for vulnerability analysis](https://discourse.ossbase.org/t/new-multilingual-severity-classifiers-for-vulnerability-analysis/1045)

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**Author:** [@cedric](https://discourse.ossbase.org/u/cedric)\
**Replies:** 0\
**Last updated:** [April 6, 2026, 1:53pm UTC](https://discourse.ossbase.org/t/new-multilingual-severity-classifiers-for-vulnerability-analysis/1045 "2026-04-06T13:53:55Z")

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:rocket: We’ve just published a new article introducing a Russian-language severity classifier, along with improved English and Chinese models for vulnerability descriptions. :backhand\_index\_pointing\_right: New Russian …

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## [GPU Efficiency in VLAI Model Training](https://discourse.ossbase.org/t/gpu-efficiency-in-vlai-model-training/738)

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**Author:** [@cedric](https://discourse.ossbase.org/u/cedric)\
**Replies:** 0\
**Last updated:** [December 12, 2025, 12:03pm UTC](https://discourse.ossbase.org/t/gpu-efficiency-in-vlai-model-training/738 "2025-12-12T12:03:58Z")

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Earlier this year, we introduced our VLAI Severity Classification model. Since then, we’ve been training it throughout the year on our own hardware, right here in Luxembourg at CIRCL. With 2025 coming to a close, we want…

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## [ML-Gateway - A FastAPI-based local server designed to load one or more pre-trained NLP models](https://discourse.ossbase.org/t/ml-gateway-a-fastapi-based-local-server-designed-to-load-one-or-more-pre-trained-nlp-models/103)

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**Author:** [@cedric](https://discourse.ossbase.org/u/cedric)\
**Replies:** 0\
**Last updated:** [June 5, 2025, 6:15am UTC](https://discourse.ossbase.org/t/ml-gateway-a-fastapi-based-local-server-designed-to-load-one-or-more-pre-trained-nlp-models/103 "2025-06-05T06:15:55Z")

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ML-Gateway ML-Gateway implements a FastAPI-based local server designed to load one or more pre-trained NLP models during startup and expose them through a clean, RESTful API for inference. For example, it leverages th…