Model comparison
Gemma 4 12B vs GLM-4.7
Head-to-head evidence from 13 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Gemma 4 12B #137 (Estimated); GLM-4.7 #42 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Gemma 4 12B and GLM-4.7 share 13 comparable benchmark results. 2 of 8 categories are comparable. 10 results are unique to Gemma 4 12B; 17 to GLM-4.7.
Updated July 23, 2026- Shared results
- 13
- Gemma 4 12B only
- 10
- GLM-4.7 only
- 17
- Comparable categories
- 2 / 8
Pick GLM-4.7 if you want the stronger benchmark profile. Gemma 4 12B only becomes the better choice if mathematics is the priority or you need the larger 256K context window.
Confidence note. This is a partial-evidence comparison with 13 shared benchmark results across 5 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
GLM-4.7 is clearly ahead on the BenchAlign aggregate, 61.16 to 47.29. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Gemma 4 12B gives you the larger context window at 256K, compared with 200K for GLM-4.7.
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 12B | Δ | GLM-4.7 |
|---|---|---|---|
| Math | Gemma 4 12B77.5 | Margin← 75.7 | GLM-4.71.8 |
| Knowledge | Gemma 4 12B77.5 | Margin← 25.7 | GLM-4.751.8 |
| Agentic | Gemma 4 12BNot measured | MarginNo overlap | GLM-4.745.7 |
| Coding | Gemma 4 12BNot measured | MarginNo overlap | GLM-4.775.4 |
| Reasoning | Gemma 4 12B43.4 | MarginNo overlap | GLM-4.7Not measured |
| Multimodal | Gemma 4 12B69.1 | MarginNo overlap | GLM-4.7Not measured |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Gemma 4 12B | GLM-4.7 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemma 4 12BNot available | GLM-4.7$0 input / $0 output | A complete price comparison is not available. |
| Generation speedtokens per second | Gemma 4 12BNot available | GLM-4.782 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Gemma 4 12BNot available | GLM-4.71.10 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Gemma 4 12B256K | GLM-4.7200K | Gemma 4 12B lists the larger context window. |
Benchmark Deep Dive
Agentic8 benchmarks
| Benchmark | Gemma 4 12B | GLM-4.7 | Result |
|---|---|---|---|
| τ²-bench resultsSource | 36.3% | 95.9% | GLM-4.7 leads |
| Terminal-Bench 2.0Source | — | 41% | Not comparable |
| BrowseCompSource | — | 52% | Not comparable |
| VITA-BenchSource | — | 15.5% | Not comparable |
| AA Agentic IndexSource | — | 25.4% | Not comparable |
| Gert LabsSource | — | 39.95% | Not comparable |
| GDPval-AASource | — | 33.3% | Not comparable |
| GDPval-AASource | — | 1165 | Not comparable |
Coding6 benchmarks
Reasoning4 benchmarks
KnowledgeGemma 4 12B wins12 benchmarks
| Benchmark | Gemma 4 12B | GLM-4.7 | Result |
|---|---|---|---|
| GPQASource | 78.8% | 85.7% | GLM-4.7 leads |
| GPQA-DSource | 78.8% | — | Not comparable |
| MMLU-ProSource | 77.2% | 84.3% | GLM-4.7 leads |
| HLE w/o toolsSource | 5.2% | — | Not comparable |
| MMMLUSource | 83.4% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 22.0% | 33.7% | GLM-4.7 leads |
| AA-GPQA DiamondSource | 75.3% | 85.9% | GLM-4.7 leads |
| AA-HLESource | 14.8% | 25.1% | GLM-4.7 leads |
| AA-Omniscience IndexSource | -51.9% | -34.6% | GLM-4.7 leads |
| AA-Omniscience AccuracySource | 16.0% | 29.3% | GLM-4.7 leads |
| AA-Omniscience Hallucination RateSource | 80.8% | 90.3% | Gemma 4 12B leads |
| HLESource | — | 24.8% | Not comparable |
MathGemma 4 12B wins4 benchmarks
Multimodal5 benchmarks
Inst. Following1 benchmarks
| Benchmark | Gemma 4 12B | GLM-4.7 | Result |
|---|---|---|---|
| AA-IFBenchSource | 73.5% | 67.9% | Gemma 4 12B leads |
Frequently Asked Questions (3)
Which is better, Gemma 4 12B or GLM-4.7?
GLM-4.7 is ahead on BenchLM's BenchAlign leaderboard, 61.16 to 47.29. The biggest single separator in this matchup is MMLU-Pro, where the scores are 77.2% and 84.3%.
Which is better for knowledge tasks, Gemma 4 12B or GLM-4.7?
Gemma 4 12B has the edge for knowledge tasks in this comparison, averaging 77.5 versus 51.8. Inside this category, AA-Omniscience Index is the benchmark that creates the most daylight between them.
Which is better for math, Gemma 4 12B or GLM-4.7?
Gemma 4 12B has the edge for math in this comparison, averaging 77.5 versus 1.8. GLM-4.7 stays close enough that the answer can still flip depending on your workload.
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