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User profile

edge-deployer

8 runsFirst seen 2026-04-15Avg 66.0
Best PipelineScore
71.2FEEDER
Total tokens43.2KAcross every task this user has run
Avg latency805msPer task, across all submissions
Tasks run2008 submissions x ~25 tasks
Rigs used5Distinct hardware tags

Category signature

Average score per category across all 8 runs.

Code
66.3
Reason
64.3
Write
66.7
Tool Use
65.8
RAG
66.5
Speed
66.6

Hardware mix

Rigs this user benchmarked on.

rtx-4080-16gb2 (25%)
rtx-3060-12gb2 (25%)
ryzen-7950x-cpu-only2 (25%)
m2-pro-16gb1 (13%)
rtx-4070-12gb1 (13%)

Provider mix

Where they spend their tokens.

tii3 (38%)
alibaba1 (13%)
microsoft1 (13%)
zhipu1 (13%)
zyphra1 (13%)
openbmb1 (13%)

Models tried

Best score per model. Click a model to see its full page.

#ModelBest ScoreTier
1Qwen 3 8B Instruct71.2FEEDER
2Phi 4 14B69.3FEEDER
3Falcon 3 10B Instruct68.4FEEDER
4GLM 4 9B Chat65.5FEEDER
5Falcon Mamba 7B62.8FEEDER
6Zamba 2 7B Instruct62.5FEEDER
7MiniCPM-V 2.6 8B60.7FEEDER

All submissions

Every run, ordered by score.

#ModelScoreTier
1Qwen 3 8B Instruct71.2FEEDER
2Phi 4 14B69.3FEEDER
3Falcon 3 10B Instruct68.4FEEDER
4Falcon 3 10B Instruct67.3FEEDER
5GLM 4 9B Chat65.5FEEDER
6Falcon Mamba 7B62.8FEEDER
7Zamba 2 7B Instruct62.5FEEDER
8MiniCPM-V 2.6 8B60.7FEEDER