Model comparison
Gemma 4 31B vs Qwen3.5-27B
Head-to-head evidence from 16 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Gemma 4 31B #43 (Supported); Qwen3.5-27B #45 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Gemma 4 31B and Qwen3.5-27B share 16 comparable benchmark results. 2 of 8 categories are comparable. 13 results are unique to Gemma 4 31B; 12 to Qwen3.5-27B.
Updated July 23, 2026- Shared results
- 16
- Gemma 4 31B only
- 13
- Qwen3.5-27B only
- 12
- Comparable categories
- 2 / 8
Pick Gemma 4 31B if you want the stronger benchmark profile. Qwen3.5-27B only becomes the better choice if knowledge is the priority or you need the larger 262K context window.
Confidence note. This is a partial-evidence comparison with 16 shared benchmark results across 6 evidence categories; 2 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Gemma 4 31B has the cleaner BenchAlign overall profile here, landing at 61.08 versus 60.7. It is a real lead, but still close enough that category-level strengths matter more than the headline number.
Qwen3.5-27B gives you the larger context window at 262K, compared with 256K for Gemma 4 31B.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Gemma 4 31B | Δ | Qwen3.5-27B |
|---|---|---|---|
| Knowledge | Gemma 4 31B52.9 | Margin→ 29.8 | Qwen3.5-27B82.7 |
| Coding | Gemma 4 31B41.6 | Margin→ 23.3 | Qwen3.5-27B64.9 |
| Agentic | Gemma 4 31BNot measured | MarginNo overlap | Qwen3.5-27B52.0 |
| Reasoning | Gemma 4 31BNot measured | MarginNo overlap | Qwen3.5-27B60.6 |
| Multilingual | Gemma 4 31BNot measured | MarginNo overlap | Qwen3.5-27B82.2 |
| Multimodal | Gemma 4 31B76.9 | MarginNo overlap | Qwen3.5-27BNot measured |
| Inst. Following | Gemma 4 31BNot measured | MarginNo overlap | Qwen3.5-27B95.0 |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
SWE-Rebench
CodingA 41.6%B 58.9%Winner: Qwen3.5-27BΔ 17.3SWE-Rebench: Gemma 4 31B scored 41.6%; Qwen3.5-27B scored 58.9%. Qwen3.5-27B wins this benchmark. - Source ↗
GPQA
KnowledgeA 84.3%B 85.5%Winner: Qwen3.5-27BΔ 1.2GPQA: Gemma 4 31B scored 84.3%; Qwen3.5-27B scored 85.5%. Qwen3.5-27B wins this benchmark. - Source ↗
MMLU-Pro
KnowledgeA 85.2%B 86.1%Winner: Qwen3.5-27BΔ 0.9MMLU-Pro: Gemma 4 31B scored 85.2%; Qwen3.5-27B scored 86.1%. Qwen3.5-27B wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Gemma 4 31B | Qwen3.5-27B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemma 4 31B$0 input / $0 output | Qwen3.5-27B$0 input / $0 output | Listed prices are equal. |
| Generation speedtokens per second | Gemma 4 31BNot available | Qwen3.5-27BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Gemma 4 31BNot available | Qwen3.5-27BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Gemma 4 31B256K | Qwen3.5-27B262K | Qwen3.5-27B lists the larger context window. |
Benchmark Deep Dive
Agentic12 benchmarks
| Benchmark | Gemma 4 31B | Qwen3.5-27B | Result |
|---|---|---|---|
| AA Agentic IndexSource | 14.4% | — | Not comparable |
| τ²-bench resultsSource | 59.9% | 93.9% | Qwen3.5-27B leads |
| GDPval-AASource | 15.2% | — | Not comparable |
| GDPval-AASource | 804 | — | Not comparable |
| Gert LabsSource | 35.26% | 39.41% | Qwen3.5-27B leads |
| AA EnterpriseOps-GymSource | 28.3% | — | Not comparable |
| AA ITBenchSource | 37.3% | — | Not comparable |
| AA Tau3 BankingSource | 15.1% | — | Not comparable |
| terminalBenchHardSource | 36.4% | — | Not comparable |
| Terminal-Bench 2.0Source | — | 41.6% | Not comparable |
| BrowseCompSource | — | 61% | Not comparable |
| OSWorld-VerifiedSource | — | 56.2% | Not comparable |
CodingQwen3.5-27B wins5 benchmarks
Reasoning3 benchmarks
KnowledgeQwen3.5-27B wins12 benchmarks
| Benchmark | Gemma 4 31B | Qwen3.5-27B | Result |
|---|---|---|---|
| GPQASource | 84.3% | 85.5% | Qwen3.5-27B leads |
| MMLU-ProSource | 85.2% | 86.1% | Qwen3.5-27B leads |
| HLESource | 26.5% | — | Not comparable |
| HLE w/o toolsSource | 19.5% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 29.4% | 33.8% | Qwen3.5-27B leads |
| AA-GPQA DiamondSource | 85.7% | 85.8% | Qwen3.5-27B leads |
| AA-HLESource | 22.7% | 22.2% | Gemma 4 31B leads |
| AA-Omniscience IndexSource | -45.4% | -42.0% | Qwen3.5-27B leads |
| AA-Omniscience AccuracySource | 19.9% | 21.0% | Qwen3.5-27B leads |
| AA-Omniscience Hallucination RateSource | 81.6% | 79.7% | Qwen3.5-27B leads |
| AA Openness IndexSource | 38.9% | — | Not comparable |
| SuperGPQASource | — | 65.6% | Not comparable |
Multilingual1 benchmarks
| Benchmark | Gemma 4 31B | Qwen3.5-27B | Result |
|---|---|---|---|
| MMLU-ProXSource | — | 82.2% | Not comparable |
Multimodal6 benchmarks
Frequently Asked Questions (3)
Which is better, Gemma 4 31B or Qwen3.5-27B?
Gemma 4 31B is ahead on BenchLM's BenchAlign leaderboard, 61.08 to 60.7. The biggest single separator in this matchup is SWE-Rebench, where the scores are 41.6% and 58.9%.
Which is better for knowledge tasks, Gemma 4 31B or Qwen3.5-27B?
Qwen3.5-27B has the edge for knowledge tasks in this comparison, averaging 82.7 versus 52.9. Inside this category, Artificial Analysis Intelligence Index is the benchmark that creates the most daylight between them.
Which is better for coding, Gemma 4 31B or Qwen3.5-27B?
Qwen3.5-27B has the edge for coding in this comparison, averaging 64.9 versus 41.6. Inside this category, SWE-Rebench is the benchmark that creates the most daylight between them.
Self-host vs API cost
Estimates at 50,000 req/day · 1000 tokens/req average.
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