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Karen Hambardzumyan

mahnerak
gechim's profile picture gayane's profile picture James03983's profile picture
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https://mahnerak.com/

AI & ML interests

PhD student @ UCL NLP and FAIR (Meta)

Recent Activity

upvoted a paper 16 days ago
What Does It Take to Be a Good AI Research Agent? Studying the Role of Ideation Diversity
reacted to gsarti's post with 🚀 about 1 year ago
🔍 Today's (self-serving) pick in Interpretability & Analysis of LMs: A Primer on the Inner Workings of Transformer-based Language Models by @javifer @gsarti @arianna-bis and M. R. Costa-jussà (@mt-upc, @GroNLP, @facebook) This primer can serve as a comprehensive introduction to recent advances in interpretability for Transformer-based LMs for a technical audience, employing a unified notation to introduce network modules and present state-of-the-art interpretability methods. Interpretability methods are presented with detailed formulations and categorized as either localizing the inputs or model components responsible for a particular prediction or decoding information stored in learned representations. Then, various insights on the role of specific model components are summarized alongside recent work using model internals to direct editing and mitigate hallucinations. Finally, the paper provides a detailed picture of the open-source interpretability tools landscape, supporting the need for open-access models to advance interpretability research. 📄 Paper: https://huggingface.co/papers/2405.00208 🔍 All daily picks: https://huggingface.co/collections/gsarti/daily-picks-in-interpretability-and-analysis-ofc-lms-65ae3339949c5675d25de2f9
updated a Space about 1 year ago
facebook/llm-transparency-tool-demo
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Organizations

AimStack's profile picture Yerevan State University / Natural Language Processing's profile picture University College London's profile picture llmtt's profile picture Meta Llama's profile picture AI at Meta's profile picture