# Best Open-Weight LLM for Self-Hosting

> Updated Oct 21, 2026 · evidence through Oct 21, 2026. Synthesized from cited community evidence and open benchmarks, not vendor marketing. Canonical page: https://modelmatchbook.com/best/budget-open

Qwen3.8 27B ranks first for Best Open-Weight LLM for Self-Hosting as of October 21, 2026. It scores 72.66% on LiveBench Instruction Following (#15 of 59), including paraphrasing, simplifying, story generation, and summarization. DeepSeek V4.1 Flash is the next-ranked alternative. It scores 70.03% on LiveBench Instruction Following (#25 of 59), including paraphrasing, simplifying, story generation, and summarization. [1,2]

## 1. Qwen3.8 27B
https://modelmatchbook.com/models/qwen/qwen3.8-27b-20260814

Qwen3.8 27B scores 72.66% on LiveBench Instruction Following (#15 of 59), including paraphrasing, simplifying, story generation, and summarization.

**Best when:** Its strongest result for this task is on LiveBench Instruction Following, which measures following detailed instructions exactly. [1]

## 2. DeepSeek V4.1 Flash
https://modelmatchbook.com/models/deepseek/deepseek-v4.1-flash-20260910

DeepSeek V4.1 Flash scores 70.03% on LiveBench Instruction Following (#25 of 59), including paraphrasing, simplifying, story generation, and summarization.

**Best when:** Its strongest result for this task is on LiveBench Instruction Following, which measures following detailed instructions exactly. [2]

## 3. GLM 5.3
https://modelmatchbook.com/models/z-ai/glm-5.3-20260816

GLM 5.3 ranks #17 of 150 on LMArena's overall text arena (Elo 1481), based on blind human preference votes.

**Best when:** Its strongest result for this task is on LMArena Text, which measures general reasoning and instruction following. [3]

## 4. GLM 5.2
https://modelmatchbook.com/models/z-ai/glm-5.2-20260616

GLM 5.2 ranks #24 of 150 on LMArena's overall text arena (Elo 1476), based on blind human preference votes.

**Best when:** Its strongest result for this task is on LMArena Text, which measures general reasoning and instruction following. [4]

## 5. Kimi K3
https://modelmatchbook.com/models/moonshotai/kimi-k3-20260715

Kimi K3 ranks #14 of 150 on LMArena's overall text arena (Elo 1488), based on blind human preference votes.

**Best when:** Its strongest result for this task is on LMArena Text, which measures general reasoning and instruction following. [5]

## 6. DeepSeek V4 Flash 0423
https://modelmatchbook.com/models/deepseek/deepseek-v4-flash-20260423

DeepSeek V4 Flash 0423 scores 63.14% on LiveBench Instruction Following (#44 of 59), including paraphrasing, simplifying, story generation, and summarization.

**Best when:** Its strongest result for this task is on LiveBench Instruction Following, which measures following detailed instructions exactly. [6]

## 7. GLM 5.3 Flash
https://modelmatchbook.com/models/z-ai/glm-5.3-flash-20260826

GLM 5.3 Flash ranks #26 of 150 on LMArena's overall text arena (Elo 1475), based on blind human preference votes.

**Best when:** Its strongest result for this task is on LMArena Text, which measures general reasoning and instruction following. [7]

## 8. Inkling
https://modelmatchbook.com/models/thinkingmachines/inkling-20260715

Inkling scores 70.1% on LiveBench Instruction Following (#24 of 59), including paraphrasing, simplifying, story generation, and summarization.

**Best when:** Its strongest result for this task is on LiveBench Instruction Following, which measures following detailed instructions exactly. [8]

## FAQ

**What is the best model for Best Open-Weight LLM for Self-Hosting?**

Qwen3.8 27B ranks first as of October 21, 2026. Qwen3.8 27B scores 72.66% on LiveBench Instruction Following (#15 of 59), including paraphrasing, simplifying, story generation, and summarization. [1]

**What is the best alternative to Qwen3.8 27B?**

DeepSeek V4.1 Flash ranks second. DeepSeek V4.1 Flash scores 70.03% on LiveBench Instruction Following (#25 of 59), including paraphrasing, simplifying, story generation, and summarization. [2]

**Can I self-host the top pick for Best Open-Weight LLM for Self-Hosting?**

Yes. Qwen3.8 27B is open-weight, so it can run on your own hardware as well as through hosted routes. [1]

## Sources
1. "Within the 59 catalog models matched to this evaluation: Scores 72.66% on LiveBench Instruction Following (#15 of 59), including paraphrasing, simplifying, story generation, and summarization." (LiveBench Instruction Following, https://livebench.ai/)
2. "Within the 59 catalog models matched to this evaluation: Scores 70.03% on LiveBench Instruction Following (#25 of 59), including paraphrasing, simplifying, story generation, and summarization." (LiveBench Instruction Following, https://livebench.ai/)
3. "Within the 150 catalog models matched to this evaluation: Ranks #17 of 150 on LMArena's overall text arena (Elo 1481), based on blind human preference votes." (LMArena text arena, https://lmarena.ai/leaderboard)
4. "Within the 150 catalog models matched to this evaluation: Ranks #24 of 150 on LMArena's overall text arena (Elo 1476), based on blind human preference votes." (LMArena text arena, https://lmarena.ai/leaderboard)
5. "Within the 150 catalog models matched to this evaluation: Ranks #14 of 150 on LMArena's overall text arena (Elo 1488), based on blind human preference votes." (LMArena text arena, https://lmarena.ai/leaderboard)
6. "Within the 59 catalog models matched to this evaluation: Scores 63.14% on LiveBench Instruction Following (#44 of 59), including paraphrasing, simplifying, story generation, and summarization." (LiveBench Instruction Following, https://livebench.ai/)
7. "Within the 150 catalog models matched to this evaluation: Ranks #26 of 150 on LMArena's overall text arena (Elo 1475), based on blind human preference votes." (LMArena text arena, https://lmarena.ai/leaderboard)
8. "Within the 59 catalog models matched to this evaluation: Scores 70.1% on LiveBench Instruction Following (#24 of 59), including paraphrasing, simplifying, story generation, and summarization." (LiveBench Instruction Following, https://livebench.ai/)
