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insight - Algorithmic reasoning
Evaluating ChatGPT's Performance on the CLRS Algorithmic Reasoning Benchmark
ChatGPT, a large language model, can outperform specialized GNN models on the CLRS algorithmic reasoning benchmark by directly executing classical algorithms in Python.
Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models
Decomposing the reasoning process of language models into two steps - THINK to discover task-level logic expressed in pseudocode, and EXECUTE to tailor the pseudocode and simulate its execution - can significantly improve their performance on various algorithmic reasoning tasks.
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