From 82b92ec37fc47e3f607e90025efadc233dcbf795 Mon Sep 17 00:00:00 2001 From: multipleof4 Date: Wed, 3 Dec 2025 10:03:28 -0800 Subject: [PATCH] Feat: Add comprehensive benchmark analysis blog post --- blog/benchmark-analysis-2024.html | 165 ++++++++++++++++++++++++++++++ 1 file changed, 165 insertions(+) create mode 100644 blog/benchmark-analysis-2024.html diff --git a/blog/benchmark-analysis-2024.html b/blog/benchmark-analysis-2024.html new file mode 100644 index 0000000..d2c773e --- /dev/null +++ b/blog/benchmark-analysis-2024.html @@ -0,0 +1,165 @@ + + + + + LLM Benchmark Analysis 2024 - Lynchmark + + + + + + + + + + + + + + + + +
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Data Analysis
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LLM Benchmark Analysis 2024

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+ 231 automated tests reveal clear performance tiers, surprising failures, and critical insights for production use. +

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Executive Summary

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Overall Performance Ranking

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+ 1. Claude Opus 4.5 (TEMP 0.7) +
+ 10/11 Tests Passed +
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+ 2. Gemini 3 Pro (TEMP 0.35) +
+ 10/11 Tests Passed +
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+ 3. Claude Sonnet 4.5 (TEMP 0.7) +
+ 9/11 Tests Passed +
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+ 4. GPT-5.1 Codex + 9/11 Tests Passed +
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+ 5. DeepSeek V3.2 + 8/11 Tests Passed +
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Critical Failure Analysis

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+ Scrypt Hash Test: 4 models failed due to incorrect library imports or parameter handling.

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The CDN Import Challenge

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+ The scrypt test proved particularly challenging, with only 4 of 8 models passing. The failures reveal a critical gap in LLM knowledge: correct library import paths for browser environments. +

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Library-Specific Knowledge

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+ Models that used cdn.skypack.dev or incorrect version paths consistently failed. +

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Performance Insights

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+ Claude Opus + Gemini 3 Pro + Claude Sonnet + GPT-5.1 Codex +
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Key Findings

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+ ✓ + Temperature matters: Gemini at 0.35 outperformed default settings.
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+ ✓ + Claude Opus demonstrated superior library knowledge and implementation accuracy.
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+ ✗ + Grok-4 and Minimax M2 showed significant weaknesses in complex implementations.
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+ For production-grade code generation: Claude Opus 4.5 at TEMP 0.7 remains the most reliable choice across diverse coding challenges.

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