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              [html]<thead><tr><tdcolspan="2">Routers</td><tdcolspan="2">Notation</td></tr></thead><tbody><tr><tdcolspan="2">Similarity - weighted ranking</td><td>RSW</td></tr><tr><tdcolspan="2">Matrix factorization</td><td>RMF</td></tr><tr><tdcolspan="2">BERT classifier</td><td>RCLS</td></tr><tr><tdcolspan="2">LLM scoring</td><td>RLLM</td></tr><tr><td>LLM pair</td><td>Strong ( Mz )</td><td>Weak ( Mv )</td></tr><tr><td>1</td><td>Llama - 3.1 - 8B</td><td>4 - bit Mixtral 8x7B</td></tr><tr><td>2</td><td>Llama - 3.1 - 8B</td><td>Mistral - 7B - Instruct - v0.3</td></tr><tr><td>3</td><td>Llama - 3.1 - 8B</td><td>Llama - 2 - 7B - chat - hf</td></tr><tr><td>4</td><td>GPT - 4 - 1106 - preview</td><td>4 - bit Mixtral 8x7B</td></tr><tr><td>Benchmark</td><td>Description</td><td></td></tr><tr><td>MT - Bench [ 71 ]</td><td>160 open - ended questions</td><td></td></tr><tr><td>MMLU [ 35 ]</td><td>14.042 multi - choice questions</td><td></td></tr><tr><td>GSM8K [ 24 ]</td><td>1.319 grade - school math problems</td><td></td></tr></tbody>
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