Step 1: Analyze Statement I 
Not all alkaline earth metals form hydrides easily with hydrogen. For instance, beryllium and magnesium do not form stable hydrides under normal conditions. 
Hence, Statement I is incorrect.
Step 2: Analyze Statement II 
Calcium hydroxide (lime water) is commonly used in the purification of sugar by removing impurities. 
Thus, Statement II is correct.
Step 3: Analyze Statement III 
In the gaseous phase, beryllium chloride \( \mathrm{BeCl_2} \) exists as a dimer due to electron deficiency, forming a bridged structure. 
Hence, Statement III is correct.
Conclusion: 
Only statements II and III are correct.