Thiziri Nait Saada

collaborators

3 papers

cs.LG2026

Removing Noise, not Finding Gold: Quality Filtering for Large-Scale Pretraining

Thiziri Nait Saada, Louis Bethune, Michal Klein +3

Large-scale models are pretrained on massive web-crawled datasets containing documents of mixed quality, making data filtering essential. A popular method is Classifier-based Quali…

cs.CL2026

Ministral 3

Alexander H. Liu, Kartik Khandelwal, Sandeep Subramanian +116

We introduce the Ministral 3 series, a family of parameter-efficient dense language models designed for compute and memory constrained applications, available in three model sizes:…

math.PR2025

A simple proof of almost sure convergence for the largest singular value of a product of Gaussian matrices

Thiziri Nait Saada, Alireza Naderi

Let $m \geq 1$ and consider the product of $m$ independent $n \times n$ matrices $W = W_{1} \dots W_{m}$ , each $W_{i}$ with i.i.d. normalised $\math…