What response distribution are you assuming for you similarity variable currently? Simply gaussian or something else? For a score between 0 and 1, you may consider using the Beta family.
What response distribution are you assuming for you similarity variable currently? Simply gaussian or something else? For a score between 0 and 1, you may consider using the Beta family.