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Ali El Filali PRO

alielfilali01

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AI & ML interests

AI Psychometrician ? | NLP (mainly for Arabic) | Interests include Reinforcement Learning and Cognitive sciences among others

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upvoted an article about 15 hours ago

Tiny Agents: a MCP-powered agent in 50 lines of code

reacted to ImranzamanML's post with 👍 about 15 hours ago

🚀 New paper out: "Improving Arabic Multi-Label Emotion Classification using Stacked Embeddings and Hybrid Loss Function" https://huggingface.co./papers/2410.03979 In this work, we tackle some major challenges in Arabic multi-label emotion classification especially the issues of class imbalance and label correlation that often hurt model performance, particularly for minority emotions. Our approach: Stacked contextual embeddings from fine-tuned ArabicBERT, MarBERT, and AraBERT models. A meta-learning strategy that builds richer representations. A hybrid loss function combining class weighting, label correlation matrices, and contrastive learning to better handle class imbalances. 🧠 Model pipeline: stacked embeddings → meta-learner → Bi-LSTM → fully connected network → multi-label classification. 🔍 Extensive experiments show significant improvements across Precision, Recall, F1-Score, Jaccard Accuracy, and Hamming Loss. 🌟 The hybrid loss function in particular helped close the gap between majority and minority classes! We also performed ablation studies to break down each component’s contribution and the results consistently validated our design choices. This framework isn't just for Arabic it offers a generalizable path for improving multi-label emotion classification in other low-resource languages and domains. Big thanks to my co-authors: Muhammad Azeem Aslam, Wang Jun, Nisar Ahmed, Li Yanan, Hu Hongfei, Wang Shiyu, and Xin Liu! Would love to hear your thoughts on this work! 👇

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alielfilali01's activity

liked a dataset 3 days ago

Eureka-Lab/PHYBench

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facebook/PE-Lang-G14-448

Updated 7 days ago • 96 • 11

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toloka/beemo

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toloka/JEEM

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liked 3 models 23 days ago

meta-llama/Llama-4-Scout-17B-16E

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meta-llama/Llama-4-Scout-17B-16E-Original

Updated 23 days ago • 49

meta-llama/Llama-4-Maverick-17B-128E-Instruct

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liked a Space 25 days ago

Try YourBench!

Generate a custom benchmark from any document

liked a dataset about 1 month ago

walledai/ForbiddenQuestions

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liked a Space about 2 months ago

smolagents LLM leaderboard

A leaderboard for LLMs powering smolagents

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allenai/OLMo-2-0325-32B-SFT

Text Generation • Updated Mar 14 • 54 • 4

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The Distill Template

Craft Beautiful Blogs

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CohereLabs/c4ai-command-a-03-2025

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google/gemma-3-27b-pt

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google/gemma-3-12b-it

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google/gemma-3-4b-it

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google/gemma-3-1b-it

Text Generation • Updated 24 days ago • 2.07M • 347

google/shieldgemma-2-4b-it

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google/gemma-3-27b-it

Image-Text-to-Text • Updated Mar 21 • 371k • • 1.28k

Qwen/QwQ-32B

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