. . . . "Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective" . . . . . . . . . . . . . . "Conformal Language Modeling (CLM)" . . "Conformal Prediction" . . "KG-based Retrieval-augmented Generation (KG-RAG)" . . "Learn Then Test (LTT) framework" . . "Llama3-8b" . . "LLM-based Structural Query" . . "Logit-free Conformal Prediction for LLMs" . . "SentenceTransformer model" . . "Standard Split Conformal Prediction (SplitCP)" . . "Top-K" . . . "UAG is a novel multi-hop knowledge graph reasoning framework that incorporates uncertainty quantification (UQ) into its reasoning process. It combines KG-based candidate retrieval and path formulation with LLM-based candidate evaluation and answer generation, all controlled by a global error rate controller using the Learn-Then-Test framework. This synergizes LLMs and KGs for trustworthy reasoning." . "UAG (Uncertainty Aware Knowledge-Graph Reasoning)" . . . . "2026-02-26T16:24:59.591Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2410.08985" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "Jottuly/bFm4rflRcqYrytBZ7jWCx9huhadgEaArqVRdbi2aw+OoGbXP+UesoqBJ33McaSOWtPswvCAJG1XBJ40tjRSweft6xOO8ykYTjU5ot92o+7pw4p4eRod+1gPyBNC/zfw/ff9+r1U7C8erti81djTQ2/eJjcFgscVha5XQAAhcQ57GYtNlDAnhcO6+fNrQSx0XwoO4FKIK3HTlU8l09amwtJjfUY8HRup9HPXLr9+zRqkQQW1sZpbpYNQoWzlUYoboKuaL6CdhRnHLo8dlvh+7U+q2+DdxwdnFxG9QGqMD27LyGRvwa3+xPJI9I13BQ65g+SweB2UVuG5oiQ==" . . .