# Qwen3.6 Plus vs Sarvam 105B

> Side-by-side benchmark comparison for Qwen3.6 Plus and Sarvam 105B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-6-plus-vs-sarvam-105b
- Last updated: November 13, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Qwen3.6 Plus leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Qwen3.6 Plus has the higher overall point estimate 53.41 to 29.37. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in instruction following, where the averages are 85.8 for Qwen3.6 Plus and 39.1 for Sarvam 105B.
- The biggest single benchmark swing is SWE-bench Verified in Coding, with scores of 78.8% and 45%.
- Sarvam 105B is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Qwen3.6 Plus also has the larger context window at 1M.

## Model Snapshot

| Property | Qwen3.6 Plus | Sarvam 105B |
|----------|----------|----------|
| Creator | Alibaba | Sarvam |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 128K |
| Overall Score | 53.41 | 29.37 |
| Benchmarks Covered | 49 | 10 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Qwen3.6 Plus public-lane score: 34.3 (Supported · #87/135)
- Sarvam 105B public-lane score: Coming soon

| Benchmark | Qwen3.6 Plus | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 61.6% | Coming soon | Coming soon |
| Claw-Eval | 58.8% | Coming soon | Coming soon |
| QwenClawBench | 57.2% | Coming soon | Coming soon |
| τ³-bench results | 70.7% | Coming soon | Coming soon |
| VITA-Bench | 44.3% | Coming soon | Coming soon |
| DeepPlanning | 41.5% | Coming soon | Coming soon |
| Toolathlon | 39.8% | Coming soon | Coming soon |
| MCP Atlas | 48.2% | Coming soon | Coming soon |
| MCP-Tasks | 74.1% | Coming soon | Coming soon |
| WideResearch | 74.3% | Coming soon | Coming soon |
| Gert Labs | 50.60% | Coming soon | Coming soon |
| ResearchClawBench | 18.0% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 53.2% | Coming soon | Coming soon |
| BrowseComp | Coming soon | 49.5% | Coming soon |

### Coding

- Winner: Not comparable
- Qwen3.6 Plus public-lane score: 39.8 (Supported · #72/162)
- Sarvam 105B public-lane score: Coming soon

| Benchmark | Qwen3.6 Plus | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 78.8% | 45% | Qwen3.6 Plus |
| SWE-bench Pro | 56.6% | Coming soon | Coming soon |
| SWE Multilingual | 73.8% | Coming soon | Coming soon |
| LiveCodeBench v6 | 87.1% | Coming soon | Coming soon |
| NL2Repo | 37.9% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 61.6% | Coming soon | Coming soon |
| Vibe Code Bench | 25.56% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 86.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 73.4% | Coming soon | Coming soon |

### Reasoning

- Winner: Directional only
- Qwen3.6 Plus public-lane score: 35.6 (Supported · #98/160)
- Sarvam 105B public-lane score: 26.3 (Estimated · #131/160)

| Benchmark | Qwen3.6 Plus | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| AI-Needle | 68.3% | Coming soon | Coming soon |
| LongBench v2 | 62% | Coming soon | Coming soon |
| GPQA Diamond | Coming soon | 78.7% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Qwen3.6 Plus public-lane score: 55.2 (Estimated · #46/67)
- Sarvam 105B public-lane score: Coming soon

| Benchmark | Qwen3.6 Plus | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 86.0% | Coming soon | Coming soon |
| MMMU-Pro | 78.8% | Coming soon | Coming soon |
| MathVision | 88.0% | Coming soon | Coming soon |
| VideoMMMU | 84.0% | Coming soon | Coming soon |
| ScreenSpot Pro | 68.2% | Coming soon | Coming soon |
| CharXiv | 81.5% | Coming soon | Coming soon |
| V* | 96.9% | Coming soon | Coming soon |

### Knowledge

- Winner: Qwen3.6 Plus
- Qwen3.6 Plus public-lane score: 53.1 (Supported · #66/180)
- Sarvam 105B public-lane score: 33.3 (Supported · #139/180)

| Benchmark | Qwen3.6 Plus | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 90.4% | Coming soon | Coming soon |
| SuperGPQA | 71.6% | Coming soon | Coming soon |
| MMLU-Pro | 88.5% | 81.7% | Qwen3.6 Plus |
| MMLU-Redux | 94.5% | Coming soon | Coming soon |
| C-Eval | 93.3% | Coming soon | Coming soon |
| HLE | 28.8% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 87.4% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 87.7% | Coming soon | Coming soon |
| MMLU | Coming soon | 90.6% | Coming soon |

### Multilingual

- Winner: Not comparable
- Qwen3.6 Plus public-lane score: 93.8 (#4/17)
- Sarvam 105B public-lane score: Coming soon

| Benchmark | Qwen3.6 Plus | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 84.7% | Coming soon | Coming soon |
| NOVA-63 | 57.9% | Coming soon | Coming soon |

### Instruction Following

- Winner: Directional only
- Qwen3.6 Plus public-lane score: 85.8 (#50/157)
- Sarvam 105B public-lane score: 39.1 (#127/157)

| Benchmark | Qwen3.6 Plus | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 94.3% | 84.8% | Qwen3.6 Plus |
| IFBench | 75.8% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- Qwen3.6 Plus public-lane score: 62.3 (#6/12)
- Sarvam 105B public-lane score: Coming soon

| Benchmark | Qwen3.6 Plus | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 95.3% | Coming soon | Coming soon |
| HMMT Feb 2025 | 96.7% | 85.8% | Qwen3.6 Plus |
| HMMT Nov 2025 | 94.6% | 85.8% | Qwen3.6 Plus |
| HMMT Feb 2026 | 87.8% | Coming soon | Coming soon |
| MMAnswerBench | 83.8% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 38.246% | Coming soon | Coming soon |
| MATH-500 | Coming soon | 98.6% | Coming soon |
| AIME 2025 | Coming soon | 88.3% | Coming soon |

## FAQ

### Which is better overall, Qwen3.6 Plus or Sarvam 105B?

Qwen3.6 Plus has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Qwen3.6 Plus and Sarvam 105B?

The widest category gap is in instruction following, where the averages are 85.8 for Qwen3.6 Plus and 39.1 for Sarvam 105B.

### How many benchmarks does Qwen3.6 Plus cover on BenchLM?

Qwen3.6 Plus currently has 49 sourced benchmark scores on BenchLM.

### How many benchmarks does Sarvam 105B cover on BenchLM?

Sarvam 105B currently has 10 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Qwen3.6 Plus vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-qwen3-6-plus)
- [Sarvam 105B vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-sarvam-105b)
- [Qwen3.6 Plus vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-qwen3-6-plus)
- [Sarvam 105B vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-sarvam-105b)

## Explore More

- [Qwen3.6 Plus profile](/models/qwen3-6-plus)
- [Sarvam 105B profile](/models/sarvam-105b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)