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AI Interaction & UX

2 summarised stories about AI Interaction & UX, each linking back to the original source. Browse all topics →

Thursday, 16 July 2026

From Prediction to Collaboration: Interactive Symbolic Music Analysis

arXiv cs.AI 18 hours ago

Researchers developed a unified framework for symbolic Roman-numeral music analysis that supports both high-accuracy prediction and interactive workflows including partial completion and local correction. The method was evaluated on Dilemmadata, the largest benchmark for this task, and maintains strong performance while enabling real-time iterative refinement through cached pretrained representations. The approach transforms music analysis from a pure prediction task into an interactive tool supporting targeted revision of existing labels and inference of missing annotations.

Deep Interaction: An Efficient Human-AI Interaction Method for Large Reasoning Models

arXiv cs.AI 18 hours ago

Researchers propose Deep Interaction, a method allowing users to directly edit and correct errors in reasoning steps of large language models rather than requesting regeneration. The approach achieves a 25% improvement in correction success rate and reduces token usage by 40% on STEM reasoning tasks compared to baseline methods. This enables more efficient refinement of model outputs when reasoning errors occur in multi-step problem-solving.