Mehar Bhatia

@meharbhatia.bsky.social

PhD Student at MILA/McGill University with Prof. Siva Reddy and Prof. Vered Shwartz. Previously UBC-CS. Studying societal impacts of AI, alignment and safety. Based in Montreal🇨🇦

LLM developers train their models to follow prosocial values, but post-training can influence model behavior in unexpected ways. In our new paper "Predicting Alignment Generalization with Value Representations", we ask how well downstream effects of value alignment can be predicted in advance.

🚨New Paper!🚨 How do reasoning LLMs handle inferences that have no deterministic answer? We find that they diverge from humans in some significant ways, and fail to reflect human uncertainty… 🧵(1/10)

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A blizzard is raging through Montreal when your friend says “Looks like Florida out there!” Humans easily interpret irony, while LLMs struggle with it. We propose a 𝘳𝘩𝘦𝘵𝘰𝘳𝘪𝘤𝘢𝘭-𝘴𝘵𝘳𝘢𝘵𝘦𝘨𝘺-𝘢𝘸𝘢𝘳𝘦 probabilistic framework as a solution. Paper: arxiv.org/abs/2506.09301 to appear @ #ACL2025 (Main)

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🔔 Reminder & Call for #VLMs4All @ #CVPR2025! Help shape the future of culturally aware & geo-diverse VLMs: ⚔️ Challenges: Deadline: Apr 15 🔗https://sites.google.com/view/vlms4all/challenges 📄 Papers (4pg): Deadline: Apr 22 🔗https://sites.google.com/view/vlms4all/call-for-papers Join us!

MAPS - CVPR 2026 Workshop@mapscvpr.bsky.social · 2y ago

📢Excited to announce our upcoming workshop - Vision Language Models For All: Building Geo-Diverse and Culturally Aware Vision-Language Models (VLMs-4-All) @CVPR 2025! 🌐 sites.google.com/view/vlms4all

🚀 Diversity in AI matters! Excited to be part of the VLMs-4-All @CVPR 2025 Workshop, where we push for geo-diverse & culturally aware Vision-Language Models! Submit your papers now, join the challenges & engage in vital discussions. 🌍🔥 #CVPR2025 #VLMs4All2025

MAPS - CVPR 2026 Workshop@mapscvpr.bsky.social · 2y ago

📢Excited to announce our upcoming workshop - Vision Language Models For All: Building Geo-Diverse and Culturally Aware Vision-Language Models (VLMs-4-All) @CVPR 2025! 🌐 sites.google.com/view/vlms4all

Instruction-following retrievers can efficiently and accurately search for harmful and sensitive information on the internet! 🌐💣 Retrievers need to be aligned too! 🚨🚨🚨 Work done with the wonderful Nick and @sivareddyg.bsky.social 🔗 mcgill-nlp.github.io/malicious-ir/ Thread: 🧵👇

Exploiting Instruction-Following Retrievers for Malicious Information Retrieval

Parishad BehnamGhader, Nicholas Meade, Siva Reddy

mcgill-nlp.github.io