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14B Model Beats Claude on Ada Code Gen

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🦙Read original on Reddit r/LocalLLaMA
#fine-tuning#ada-language#code-generation#safety-criticalsteelman-r5-14bsteelman-r5-14bqwen2.5-coder-14bclaude-opusada

💡Open 14B beats Claude Opus on Ada benchmarks—first HumanEval-Ada open results

⚡ 30-Second TL;DR

What Changed

68.6% compile rate on 1K Ada prompts vs Claude Opus 42.1%

Why It Matters

Breakthrough for safety-critical Ada/SPARK coding in aerospace/defense; open-weights model enables local fine-tuning for niche languages.

What To Do Next

Run 'ollama run hf.co/the-clanker-lover/steelman-14b-ada-v0.1-GGUF' to test Ada code generation.

Who should care:Researchers & Academics

Key Points

  • 68.6% compile rate on 1K Ada prompts vs Claude Opus 42.1%
  • 47.1% pass@1 on HumanEval-Ada (first for open models)
  • QLoRA fine-tune on 3.4K compiler-verified Ada pairs; fits 12GB VRAM Q4_K_M
  • ollama run hf.co/the-clanker-lover/steelman-14b-ada-v0.1-GGUF
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Original source: Reddit r/LocalLLaMA

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