RAR couples chain-of-thought reasoning with knowledge-graph-constrained path decoding and EM-style training, reporting 93.3 Hit@1 on WebQSP and 91.0 on CWQ.
Full Posterior.Instead of sum- ming/sampling over all subsets, it is simpler to pick the top- K Graph-aware Reasoning Chains byS(·)
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Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA
RAR couples chain-of-thought reasoning with knowledge-graph-constrained path decoding and EM-style training, reporting 93.3 Hit@1 on WebQSP and 91.0 on CWQ.