For graphs and , we consider Ramsey numbers with tight lower bounds, namely, where denotes the chromatic number of and denotes the number of vertices in . We say is -good if the equality holds. Let be the join graph obtained from graphs and by adding all edges between the disjoint vertex sets of and . Let denote the union graph of disjoint copies of . We show that is -good if is sufficiently large. In particular, the fan-graph is -good if , improving previous tower-type lower bounds for due to Li and Rousseau (1996). Moreover, we give a stronger lower bound inequality for Ramsey number for the case of , the complete -partite graph with and . In particular, using a stability-supersaturation lemma by Fox, He and Wigderson (2021), we show that for any fixed graph , \begin{align*} r(G,K_1+nH) = \left{ \begin{array}{ll} (p-1)(n |H|+a_2-1)+1 & \ (p-1)(n |H|+a_2-2)+1 & \end{array} \right. \end{align*} where with ’s satisfying some mild conditions and is sufficiently large. The special case of gives an answer to Burr’s question (1981) about the discrepancy of from -goodness for sufficiently large . All bounds of we obtain are not of tower-types.

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