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Yanchao Yu

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Open access 2026

Frame2KG: A Benchmark and Evaluation Toolkit for Interpretable Frame-to-Graph Generation

Interpretable frame-to-knowledge-graph (Frame2KG) generation enables structured visual scene representation while supporting on-device inference to enhance privacy, improve interpretability, and minimise compute. We introduce Frame2KG-YC2 , a synthetic, reproducible dataset derived from YouCook2 that pairs keyframes wi...

Lewis Watson, Carl Strathearn, Kenny Mitchell et al. · 0 citations
Open access 2026

PAIR: A Pilot Dataset for Dual Perspective-based Video-Grounded Dialogue and Reconciliation

Collaborative dialogue in multi-agent settings often requires interlocutors to integrate partially overlapping perceptual information in order to construct a shared representation of a dynamic environment. We introduce PAIR, a pilot conversational corpus designed to examine how humans coordinate under systematic percep...

Lewis Watson, Carl Strathearn, Kenny Mitchell et al. · 0 citations
Review Jul 2026

Large Language Models for Software Engineering Diagrams: A Systematic Review of UML and ER modelling

This survey provides the first systematic synthesis of LLM-based diagram modelling research, highlighting needs for standardised benchmarks, stronger evaluation protocols, broader diagram coverage, and techniques for improving semantic reliability and multi-view consistency.

M. Rahmanian, A. Sami, Yanchao Yu · 0 citations

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