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Singapore Management University
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AgentExecutor outperforms existing methods by achieving up to 94% code coverage while slashing execution time by over 80%.
Brevis compresses tensor data by synthesizing a DSL program, achieving over 30% smaller archives than leading general-purpose compressors while ensuring bit-exact reconstruction.
Turns out, teaching LLMs to *think* like reverse engineers beats just throwing more parameters at the problem of binary deobfuscation.
LLMs struggle to build complete software from scratch, with even the best models failing more than half the time on a new CLI tool generation benchmark.
Run code LLMs 10x faster and with 6x less memory on your laptop without sacrificing accuracy, thanks to a new quantization and compilation approach.
