With the broadening applications of deep learning, neural decoders have emerged as a key research focus, specifically aimed at improving the decoding performanc ...

SlopCodeBench evaluates coding agents under iterative specification refinement: the agent implements a spec, then extends its own code as the spec changes. This exposes behaviors that single-shot ...

For additional results and analyses, including the impact of pre-training, number of training subjects, normalization effects, and other key findings, please refer to our full paper. Here, "root" ...