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Börje Karlsson's picture

Börje Karlsson

tellarin
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https://tellarin.com/borje/

AI & ML interests

Machine Learning Systems, Mobile Sensing, Knowledge Mining, Digital Entertainment

Recent Activity

reacted to Jaward's post with 🔥 16 days ago
Our preprint is out! We attempt to model human teaching behaviors into agents yielding a unified framework that enables adaptive personalized learning experiences: LectūraAgents addresses the prevailing limitations in current AI learning systems with three essential capabilities: (1) a hierarchical multi-agent architecture modeled on academic standards. we observe that agents collaborating across hierarchies yield better personalized learning outcomes. (2) an adaptive embodied teaching mechanism, in which the instructor agent executes visible and pedagogically motivated teaching actions (e.g. handwrite, highlight, circle etc) on contents in a teaching environment while speaking. (3) to achieve this we propose a novel teaching action-speech alignment algorithm (TASA) that dynamically aligns speech with visual teaching actions: specifically, TASA temporally chops up speech segments into word-level tokens, performs salience heuristics analysis on learning contents (texts, images etc) then identifies relevant regions to apply pedagogical teaching actions that guide attention and augment understanding. We conducted several experiments to assess these capabilities: starting with pedagogical evaluation of the various components under frontier models, comparative analysis with existing frameworks and an efficacy study with real students. Results show consistent gains in standard instructional metrics (curated by expert educators) spanning lecture content quality, embodied teaching quality, assessment, and personalization over baseline systems, positioning LectūraAgents as a pedagogically grounded framework for personalized learning at scale. Paper: https://huggingface.co/papers/2606.16428 Data: https://huggingface.co/datasets/Jaward/lectura-agents-data
upvoted a paper 16 days ago
ProCUA-SFT Technical Report
upvoted a paper 16 days ago
EgoCS-400K: An Egocentric Gameplay Dataset for World Models
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Organizations

Beijing Academy of Artificial Intelligence's profile picture Tellarin.ai's profile picture Universal NER's profile picture SEACrowd's profile picture Cohere Labs Community's profile picture BAAI - Multimodal Interaction Research Center's profile picture