. . . . "Knowledge Graph-Assisted LLM Post-Training for Enhanced Legal Reasoning" . . . . . . . . . "Direct Preference Optimization" . . "Graph-of-Thoughts" . . "GraphRAG" . . . "This method proposes a comprehensive approach where a specialized IRAC (Issue, Rule, Analysis, Conclusion) Knowledge Graph is constructed and subsequently used to generate high-quality training data. This data is then employed for post-training (via Supervised Fine-Tuning and Direct Preference Optimization) of Large Language Models, thereby enhancing their intrinsic legal reasoning capabilities and knowledge expression. While it's 'post-training' rather than initial 'pre-training', the core mechanism involves fundamentally improving the LLM's internal knowledge through a structured training process, aligning with the goal of enhancing LLM knowledge expression in a training stage." . "IRAC KG-Assisted LLM Post-Training" . . . "Supervised Fine-Tuning" . . "Tree-of-Thoughts" . . . "2026-02-26T15:57:43.782Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2601.13806" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "fh09S9Yzy3RGHecqmiOSU4TY1r+TeSB3RvT0p3s/J8cCIMIWILOO0ioWFT5WzQAhsQKAyVyRCOGFmenJDfDFiWv99CSvIoinMtmx4kcZn7XA4ulYnVRUyPbqN9GMnMG9cYwTZtsrQ9LgxWXcSC2geTOxTPUfYQFGC85sSagcwFhAyBA1E7af7KqSXedKLtT0OPPVfrhRmroEkEsemsRvWIB8fOaUf6/8bMWVItaVrk/WUyi+EHTWvmIlGZwnUyhLw1gWjeoe7pLUZv7PZ6sNe77Z9Lv9393wb05pBZkearKe0FI4tsPvVPzAQlpaaCPsAf85g8VOfTTM7AOMWOdsBw==" . . .