calculator to carry out the operations generated by LLMs. This generally improves final performance by less than5%percent55\%onGSM8k. Program-Aided Language model[7]extends to more complex arithmetic by generating Python programs as reasoning steps and using a Python interpreter to perform the ...
numerical analysis or handle big numbers. One topic many programming languages have difficulty with is symbolic math. If you use Python though, you have access to sympy, the symbolic math library. Sympy is under constant development, and it's aiming to be a full-featured computer algebra...
MathInfix † PrefixPostfix‡ Operator Type Signature $$\mathbf{A}(\mathbf{B})$$$\mathbf{A}\circ\mathbf{B}$$ a(b)a of b $$(\texttt{a}: ℝ^{τ}→ℝ^{π}, \texttt{b}: ℝ^{λ} → ℝ^{τ}) → (ℝ^{λ}→ℝ^{π})$$ $$\mathbf{A}\pm\mathbf{B}$$ a +...