Large Language Model Evaluation on Financial Benchmarks
Bing Zhang, Mikio Takeuchi, et al.
ICAIF 2024
Any sequential machine M represents a function fM from input sequences to output symbols. A function f is representable if some finite-state sequential machine represents it. The function fM is called an n-th order approximation to a given function f if fM is equal to f for all input sequences of length less than or equal to n. It is proved that, for an arbitrary nonrepresentable function f, there are infinitely many n such that any sequential machine representing an nth order approximation to f has more than n/2 + 1 states. An analogous result is obtained for two-way sequential machines and, using these and related results, lower bounds are obtained for two-way sequential machines and, using these and related results, lower bounds are obtained on the amount of work tape required online and offline Turing machines that compute nonrepresentable functions. © 1967, ACM. All rights reserved.
Bing Zhang, Mikio Takeuchi, et al.
ICAIF 2024
Ira Pohl
Artificial Intelligence
Vinayak Gupta, Rajmohan C, et al.
ICON 2022
Bing Zhang, Mikio Takeuchi, et al.
NAACL 2025