. . . . "CHAIN-OF-KNOWLEDGE: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs" . . . . . . . . . . "This method introduces a comprehensive framework for integrating knowledge reasoning into LLMs by learning from Knowledge Graphs. It includes KG-based dataset construction (KNOWREASON) and a vanilla fine-tuning strategy, enabling LLMs to conduct a form of reasoning deeply informed by KG logic, thus creating a synergized reasoning capability." . "CHAIN-OF-KNOWLEDGE (CoK)" . . . . "This method enhances the CoK framework's learning by introducing a trial-and-error mechanism with a symbolic agent. This trains the LLM to simulate human-like internal knowledge exploration and adapt its reasoning paths based on factual support, thereby fostering a more robust, KG-informed, and agent-like synergized reasoning process." . "CoK (Trial and Error)" . . . "In-Context-Learning CoK (ICL-CoK)" . . "LMKE" . . "TransE" . . "Vanilla CoT" . . . "2026-02-26T16:12:08.041Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2407.00653" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "oetAFoD12fevKzVsNRiiGzHEC5yHEw+bTvxvdUiZc+GIggz29TezxzVdVbQJsu8namRbUa3rj0Y0kOe4A6fe7zKCJmanQLMu41HddOzpR7tRUqpvUQYcgCg/7W5vpXM2mjoaVGrqwwKfzYCeqedrRs36EoLpmAJ1VkanxfVU6IlXmMCnm3+mtcS2a5qcrrYm5O/g1yEamsKCUCiLmZnOxLAxPpE5ArmSL8jknZYqLkp61zZ4w0rra2cIVVigJicpZNcTEA7u79Y2Y7ziP8hvw4yB8NGdld6Wth6M8UUKqNv1JLm6a6hcUx6cceog2TzYmlRQBpY8E53uzyVNc24LRg==" . . .