Qwopus3.6-27B-v2-MTP-GGUF

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💡 1. Base Model, Training Library & Cooperation

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[!WARNING] Community Release Notice: Qwopus3.6-27B-v2-MTP is an experimental community release intended for research, evaluation, and workflow exploration.

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🚀 2. MTP Benchmark: Qwen3.6-27B vs Qwopus3.6-27B-v2-MTP

• Speed: Qwopus3.6-27B-v2-MTP reaches 10.46 overall tokens/sec, compared with 6.29 tokens/sec for Qwen3.6-27B.
• Latency: total evaluation time drops from 14,901.69s to 6,487.81s, saving 8,413.88s across the full run.
• Output shape: MTP produces 67,862 completion tokens versus 93,802 from Qwen3.6-27B, giving a more compact overall response profile.

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⚙️ 3. Test Environment & Configuration

• Compute platform: GB10 dedicated server platform.
• Evaluation format: same local GGUF server stack for both models.
• llama-server total context: 49152.
• Temperature / Top-p: 1.0 / 0.95.
• Max generated tokens: no explicit cap; generation is bounded by the request budget.
• Request format: /v1/chat/completions with user content as text payload.

Benchmark Summary: Qwen3.6-27B vs Qwopus3.6-27B-v2-MTP
Model	Completed	Avg Speed	Overall T/s	Completion Tokens	Total Time
Qwen3.6-27B	30	6.32	6.29	93,802	14,901.69s
Qwopus3.6-27B-v2-MTP	30	10.66	10.46	67,862	6,487.81s

Domain-Level Performance
Domain	Questions	Qwen3.6-27B T/s	MTP T/s	Latency Gain	Qwen3.6-27B Time	MTP Time	Token Delta
Logic	5	6.33	10.77	2.31x	38.5 min	16.7 min	-26.3%
Coding	7	6.26	10.27	2.25x	1.52 h	40.6 min	-27.3%
DevOps	6	6.29	10.39	2.31x	47.4 min	20.5 min	-28.5%
Math	8	6.29	11.00	2.35x	1.01 h	25.8 min	-25.6%
Edge	4	6.48	8.28	2.27x	10.3 min	4.5 min	-43.6%

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📊 4. Full 30-Question Comparison

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🧭 5. Domain Reading

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🎯 6. Recommended Use Cases

• Agentic coding and code review assistance.
• DevOps runbooks, configuration generation, and incident diagnosis.
• Multi-step math and probability derivations.
• Structured reasoning with explicit intermediate logic.
• Fast constrained output generation where latency matters.

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