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cs.CL2024
Training Neural Networks as Recognizers of Formal Languages
Alexandra Butoi, Ghazal Khalighinejad, Anej Svete +3
Characterizing the computational power of neural network architectures in terms of formal language theory remains a crucial line of research, as it describes lower and upper bounds…
cs.CL2024
On the Representational Capacity of Neural Language Models with Chain-of-Thought Reasoning
Franz Nowak, Anej Svete, Alexandra Butoi +1
The performance of modern language models (LMs) has been improved by chain-of-thought (CoT) reasoning, i.e., the process of generating intermediate results that guide the model tow…