. . . . "Fusing Domain-Specific Content from Large Language Models into Knowledge Graphs for Enhanced Zero Shot Object State Classification" . . . . . . . . . . "ALIGN" . . "BLIP" . . "CLIP" . . "Huang et al. 2022 Multimodal KG Embedding" . . "KEPLER" . . . "This method introduces a novel multi-stage pipeline for zero-shot object state classification. It synergistically integrates LLM-generated domain-specific knowledge, fuses it with general-purpose embeddings, and then leverages Knowledge Graphs and Graph Neural Networks to project these combined semantic embeddings into a visual space. This unified framework enables effective reasoning by combining LLM-derived knowledge and KG structure to solve a complex vision task." . "Karadimis Et Al 2024 LLM KG Fused Object State Classification" . . . "OaSc" . . . "2026-02-26T16:32:47.964Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2403.12151" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "K5oC4S9m1IrB/uJPJCWlZn436WMqGgUQxSjModPrWYmilVbA+FJxLXYlpF4fJbOkyvAj7uTKseCo0TEKdMLfLb56aibZY6njOD/33XYhK/9RbbVoIexBpMCXHJkyLbsAjsGFuFvvUBW3Y/D8yTry+2jyVc057TmPWey6foJ5CXjrfXIrm0sEqlpnxeyVvvFjuZ2ihMpD2DkKFOEBMbIa1/GhdrM4QYmjoBG0pWiKyEx2uWT+cTybpUt6qJWeomqxvyZeW3u/Kt1I2p9y4Ct4ieB8Yjmf7oM4eaYVt0s7D3ZS9/293F434lykf1icz46VW7hdKuVk5fizm50iwQwvNA==" . . .