Leaderboard
On-device LLM performance rankings powered by Glicko-2
POCO X6 Pro 5G
AndroidRank
#103
Rating
1,621
±15 RD
Win Rate
61.6%
Conservative Rating
1,591
TG Rating
1,625
PP Rating
1,593
Matches
1,254
Record
773W – 481L
Models Tested
| Model | TG Median (tok/s) | PP Median (tok/s) | TG Best | PP Best | Runs |
|---|---|---|---|---|---|
| gemma-3-270m-it-Q2_K | 43.62 | 228.07 | 43.62 | 228.07 | 1 |
| Vintern-1B-v3_5-Q8_0 | 21.45 | 139.28 | 21.45 | 139.28 | 1 |
| qwen1_5-0_5b-chat-q4_k_m | 20.09 | 95.96 | 20.09 | 95.96 | 1 |
| deepseek-r1-distill-qwen-1.5b-q4_k_m | 14.76 | 37.89 | 14.76 | 37.89 | 1 |
| llama-3.2-1b-instruct-q8_0 | 13.47 | 60.82 | 15.05 | 63.46 | 3 |
| qwen2.5-1.5b-instruct-q8_0 | 11.97 | 49.91 | 12.58 | 79.64 | 6 |
| Qwen3-0.6B.fp16 | 11.41 | 26.82 | 11.41 | 26.82 | 1 |
| nsfw-3b-q4_k_m | 10.37 | 22.57 | 10.37 | 22.57 | 1 |
| Llama-3.2-1B-Instruct-Q2_K | 8.16 | 24.60 | 8.16 | 24.60 | 1 |
| gemma-2b-it-Q8_0 | 6.86 | 28.11 | 6.86 | 28.11 | 1 |
| google_gemma-3-4b-it-Q4_0 | 6.78 | 39.06 | 6.78 | 39.06 | 1 |
| SmolLM2-1.7B-Instruct-Q8_0 | 6.78 | 35.77 | 6.78 | 35.77 | 1 |
| gemma-2-2b-it-Q6_K | 6.05 | 16.30 | 7.71 | 25.17 | 7 |
| qwen2.5-3b-instruct-q5_k_m | 5.89 | 13.43 | 8.12 | 25.91 | 8 |
| DeepSeek-R1-Distill-Qwen-1.5B-Q8_0 | 5.83 | 32.05 | 5.83 | 32.05 | 1 |
| Llama-3.2-3B-Instruct-Q6_K | 5.58 | 13.16 | 6.99 | 15.51 | 6 |
| llama-3.2-3b-instruct-uncensored-q8_0 | 5.51 | 20.52 | 5.51 | 20.52 | 1 |
| Llama-3.2-3B-Instruct-Q8_0 | 5.45 | 20.51 | 5.45 | 20.51 | 1 |
| Phi-3.5-mini-instruct.Q4_K_M | 5.29 | 11.08 | 6.97 | 13.54 | 7 |
| gemma-3-4b-it.Q3_K_L | 4.96 | 10.07 | 4.96 | 10.07 | 1 |
| Qwen_Qwen3-4B-Instruct-2507-Q4_K_M | 4.55 | 18.67 | 4.55 | 18.67 | 1 |
| DeepSeek-R1-Distill-Qwen-7B-Uncensored.i1-Q2_K | 3.86 | 6.62 | 3.86 | 6.62 | 1 |
| Qwen2.5-7B-Instruct.Q6_K | 3.56 | 6.54 | 3.56 | 6.54 | 1 |
| Meta-Llama-3.1-8B-Instruct.Q4_K_S | 3.21 | 8.83 | 3.21 | 8.83 | 1 |
| DeepSeek-R1-0528-Qwen3-8B-Q4_K_M | 3.13 | 6.66 | 3.13 | 6.66 | 1 |
| Mistral-7B-Instruct-v0.3.Q4_K_M | 2.70 | 6.34 | 2.70 | 6.34 | 1 |
| Llama-3.1-8B-Lexi-Uncensored_V2_Q5 | 2.30 | 4.60 | 2.30 | 4.60 | 1 |
| gemma-3-12b-it-Q2_K_L | 1.77 | 2.93 | 1.77 | 2.93 | 1 |
| DeepSeek-R1-Distill-Qwen-14B-Q3_K_L | 0.82 | 2.72 | 0.82 | 2.72 | 1 |
Head-to-Head Record
1–50 of 303 rows
1 / 7
Performance by App Version
ImprovedRegressed