I Improved 15 LLMs at Coding in One Afternoon. Only the Harness Changed.

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A novel code editing format called "hashline" dramatically improves LLM coding performance across 15 models by tagging each line with a content hash, eliminating the need for models to reproduce exact text. Testing showed improvements up to 61.6 percentage points, with the weakest models gaining the most. The approach

8m read timeFrom blog.can.ac
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Table of contents
0x0: The Wrong Question0x1: Edit Tool!0x2: Hashline!0x3: The Benchmark0x4: So What?0x5: Little Bit About the Vendors

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