Scores from different versions, task subsets, harnesses and scoring rules are not directly comparable. How results are reviewed
Documented results
24 selected tests| View ReportCustom evaluation | Devstral-24B | LAB-BenchLitQA2:25 sampled questions1 concurrent request | 28 %Accuracy · 7 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.8-27B | LAB-BenchLitQA2:25 sampled questions1 concurrent request | 56 %Accuracy · 14 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Devstral-24B | LAB-BenchDbQA:25 sampled questions1 concurrent request | 12 %Accuracy · 3 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.8-27B | LAB-BenchDbQA:25 sampled questions1 concurrent request | 44 %Accuracy · 11 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Devstral-24B | LAB-BenchSuppQA:25 sampled questions1 concurrent request | 44 %Accuracy · 11 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.8-27B | LAB-BenchSuppQA:25 sampled questions1 concurrent request | 36 %Accuracy · 9 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Devstral-24B | LAB-BenchTableQA:25 sampled questions1 concurrent request | 32 %Accuracy · 8 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.8-27B | LAB-BenchTableQA:25 sampled questions1 concurrent request | 40 %Accuracy · 10 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Devstral-24B | LAB-BenchProtocolQA:25 sampled questions1 concurrent request | 32 %Accuracy · 8 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.8-27B | LAB-BenchProtocolQA:25 sampled questions1 concurrent request | 32 %Accuracy · 8 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Devstral-24B | LAB-BenchSeqQA:25 sampled questions1 concurrent request | 24 %Accuracy · 6 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.8-27B | LAB-BenchSeqQA:25 sampled questions1 concurrent request | 60 %Accuracy · 15 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Devstral-24B | LAB-BenchCloningScenarios:25 sampled questions1 concurrent request | 8 %Accuracy · 2 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.8-27B | LAB-BenchCloningScenarios:25 sampled questions1 concurrent request | 28 %Accuracy · 7 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Devstral-24B | LAB-Bench25 sampled questions from each of7 text-only categories (175 total)1 concurrent request | 25.71 %Accuracy · 45 / 175 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.8-27B | LAB-Bench25 sampled questions from each of7 text-only categories (175 total)1 concurrent request | 42.29 %Accuracy · 74 / 175 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3-Coder-30B-A3B | LAB-BenchLitQA2:25 sampled questions1 concurrent request | 40 %Accuracy · 10 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3-Coder-30B-A3B | LAB-BenchDbQA:25 sampled questions1 concurrent request | 20 %Accuracy · 5 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3-Coder-30B-A3B | LAB-BenchSuppQA:25 sampled questions1 concurrent request | 32 %Accuracy · 8 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3-Coder-30B-A3B | LAB-BenchTableQA:25 sampled questions1 concurrent request | 48 %Accuracy · 12 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3-Coder-30B-A3B | LAB-BenchProtocolQA:25 sampled questions1 concurrent request | 40 %Accuracy · 10 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3-Coder-30B-A3B | LAB-BenchSeqQA:25 sampled questions1 concurrent request | 64 %Accuracy · 16 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3-Coder-30B-A3B | LAB-BenchCloningScenarios:25 sampled questions1 concurrent request | 24 %Accuracy · 6 / 25 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3-Coder-30B-A3B | LAB-Bench25 sampled questions from each of7 text-only categories (175 total)1 concurrent request | 38.29 %Accuracy · 67 / 175 · Exact-choice parser | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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Versions and harnesses
Versions: Not reported
Harnesses: scripts/eval/eval_and_chart.py
This is a selection across sources, not a ranking or a matched experiment. Reading benchmark reports
GPU benchmark pages: R9700