China's latest reading on growth has sparked a disagreement between two investment titans viewed as authorities on gauging the world's second-largest economy.

It started on CNBC's "Squawk Box" Wednesday morning, when former Chairman of Morgan Stanley Asia Stephen Roach—now a senior fellow at Yale University—called out famed short seller Jim Chanos for being so negative on China.