Leaderboard
On-device LLM performance rankings powered by Glicko-2
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On-device LLM performance rankings powered by Glicko-2
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Rank
#68
Rating
1,736
±17 RD
Win Rate
72.8%
Conservative Rating
1,702
TG Rating
1,759
PP Rating
1,607
Matches
947
Record
689W – 258L
| Model | TG Median (tok/s) | PP Median (tok/s) | TG Best | PP Best | Runs |
|---|---|---|---|---|---|
| Qwen3-0.6B-Q8_0 | 29.52 | 139.54 | 29.52 | 139.54 | 1 |
| DeepSeek-R1-Distill-Qwen-1.5B-Q4_K_M | 20.60 | 36.72 | 20.60 | 36.72 | 1 |
| SicariusSicariiStuff_Nano_Imp_1B-Q4_0 | 16.68 | 115.44 | 16.68 | 115.44 | 1 |
| SmolLM2-1.7B-Instruct-Q8_0 | 12.50 | 50.35 | 12.50 | 50.35 | 1 |
| llama-3.2-1b-instruct-q8_0 | 12.14 | 57.04 | 23.93 | 77.60 | 2 |
| unsloth.Q4_K_M | 11.09 | 33.88 | 11.09 | 33.88 | 1 |
| gemma-3-4B-it-QAT-Q4_0 | 10.22 | 44.00 | 10.22 | 44.00 | 1 |
| Phi-3.5-mini-instruct.Q4_K_M | 10.15 | 14.01 | 10.43 | 16.55 | 4 |
| Gemmasutra-Mini-2B-v1-Q3_K_M | 9.97 | 17.48 | 9.97 | 17.48 | 1 |
| qwen2.5-3b-instruct-q5_k_m | 9.73 | 13.47 | 11.22 | 17.46 | 5 |
| Gemmasutra-Mini-2B-v1-Q6_K | 9.68 | 22.51 | 10.92 | 29.03 | 4 |
| gemma-2-2b-it-Q6_K | 8.31 | 23.45 | 10.04 | 28.92 | 13 |
| gemma-3-4b-it-Q3_K_L | 7.00 | 10.35 | 7.00 | 10.35 | 1 |
| Dolphin3.0-Llama3.1-8B-Q5_K_M | 4.87 | 6.25 | 4.87 | 6.25 | 1 |
| gemma-3-1b-it.fp16 | 4.37 | 11.24 | 4.37 | 11.24 | 1 |
| gemma-3n-E4B-it-Q5_K_M | 4.37 | 6.59 | 4.37 | 6.59 | 1 |
| Phi-4-mini-instruct.Q8_0 | 4.23 | 23.86 | 4.23 | 23.86 | 1 |
| Qwen3.5-4B-Uncensored-HauhauCS-Aggressive-Q4_K_M | 3.87 | 24.90 | 3.87 | 24.90 | 1 |
| Qwen2.5-7B-Instruct.Q6_K | 3.75 | 5.42 | 3.75 | 5.42 | 1 |
| Gemmasutra-Small-4B-v1a-Q8_0 | 3.64 | 25.65 | 3.64 | 25.65 | 1 |
| DeepSeek-R1-Distill-Qwen-14B-IQ2_M | 1.49 | 1.92 | 1.49 | 1.92 | 1 |
1–50 of 265 rows