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A symmetric pair of reductive groups is called stable, if every closed double coset of in is preserved by the anti-involution . In this paper, we develop a method to verify the stability of symmetric pairs over local fields of characteristic 0 (Archimedean and -adic), using non-abelian group cohomology. Combining our method with results of Aizenbud and Gourevitch, we classify the Gelfand pairs among the pairs \begin{align*} &(SL_n(F), (GL_k(F) \times GL_{n - k}(F)) \cap SL_n(F)), (U(B_1 \oplus B_2),U(B_1) \times U(B_2)),\ &(GL_n(F),O(B)), (GL_n(F),U(B)), (GL_{2n}(F), GL_n(E)),(SL_{2n}(F), SL_n(E)), \end{align*} and the pair $(O(B_1 \oplus B_2),O(B_1) \times O(B_2))$ in the real case.

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