Print a specific value in the Wythoff matrix modulo 2
Python; accuracy = 54,074,818; size = 65,526 bytes

Previous scores: 50,227,165; 50,803,687; 50,953,001

#coding=utf-8
d=r'''&lt;65,400 byte string&gt;'''
def f(x,y):
 a=max(x,y)-20000;b=min(x,y)-20000;c=(a*(a+1)//2+b)%523200
 return(ord(d[c//8])&gt;&gt;(c%8))&amp;1


This approach divides all unique entries of the matrix into 523,200 groups and reads the best guess for the group (x, y) from a binary string. You can download the full source code from Google Drive.

I've used @PeterTaylor's parities to generate the string and to compute the accuracy.