Hugging Face — korshunov.ai

Lab · Hugging Face

BinTrack is a fully open-source spatial question answering agent that uses binary search over a robot's trajectory to locate answers. It achieves up to 22.8% higher accuracy than other open-source methods and matches closed-source model performance on the most challenging global category of the SpaceLocQA benchmark. The system also offers over 1.5x faster inference and introduces GangnamLoop, a real-world outdoor benchmark collected with a quadruped robot.

arxiv arXiv cs.AI · 9d ago

CircuitLasso: Scalable Circuit Learning for LLM Interpretability

CircuitLasso proposes a scalable method for learning sparse circuits in large language models using sparse linear regression. It achieves structural accuracy comparable to state-of-the-art intervention-based methods at significantly lower computational cost, while enabling efficient discovery of semantic feature propagation and improving performance on domain-generalization tasks with reduced cost.

arxiv arXiv cs.AI · 9d ago

Agentic LLM Framework for HTS Code Classification

A consensus-based agentic large language model framework is proposed for accurate 10-digit Harmonized Tariff Schedule code classification in Canadian maritime logistics. Evaluated on 3,300 expert-labeled product records, the framework shows that fine-grained HTS classification remains challenging for advanced LLMs, highlighting the need for evidence-grounded, uncertainty-aware, and human-in-the-loop workflows.

arxiv arXiv cs.LG · 9d ago

CircuitLasso: Scalable Circuit Learning for LLM Interpretability

CircuitLasso enables scalable circuit learning in large language models by using sparse linear regression. It recovers circuits with structural accuracy matching state-of-the-art methods at significantly lower computational cost, and demonstrates human-interpretable semantic propagation through model components. The learned circuits achieve comparable performance on a domain-generalization task with reduced cost.

BinTrack: Open-Source Spatial QA with Binary Trajectory Search

CircuitLasso: Scalable Circuit Learning for LLM Interpretability

Agentic LLM Framework for HTS Code Classification

CircuitLasso: Scalable Circuit Learning for LLM Interpretability