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SpreadMark's innovative dense pseudo-random codeword embedding makes watermarking significantly more resilient to attacks, outperforming traditional methods in both robustness and imperceptibility.
Brevis compresses tensor data by synthesizing a DSL program, achieving over 30% smaller archives than leading general-purpose compressors while ensuring bit-exact reconstruction.
Prompt complexity is a critical dimension that significantly influences maintenance effort, challenging traditional views that prioritize code-level metrics alone.
LLMs can nail the final answer in code execution but still fail to reason about the steps to get there, exposing a critical flaw in current evaluation methods.
Run code LLMs 10x faster and with 6x less memory on your laptop without sacrificing accuracy, thanks to a new quantization and compilation approach.