GLM-4.7 vs MiniCPM5-1B
Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
GLM-4.7 leads for most workloads.
Based on BenchLM composite scores, July 2026.
GLM-4.7
63
MiniCPM5-1B
36
Verified leaderboard positions: GLM-4.7 #34 · MiniCPM5-1B unranked
Pick GLM-4.7 if you want the stronger benchmark profile. MiniCPM5-1B only becomes the better choice if mathematics is the priority.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | GLM-4.7 | Δ | MiniCPM5-1B |
|---|---|---|---|
| Math | 1.8 | → 31.3 | 33.1 |
| Knowledge | 52.1 | ← 8.0 | 44.1 |
| Agentic | 45.7 | — | — |
| Coding | 73.8 | — | — |
| Inst. Following | — | — | 58.5 |
Operational Comparison
GLM-4.7
MiniCPM5-1B
$0 / $0
N/A
82 t/s
N/A
1.10s
N/A
200K
131K
Quick Verdict
Pick GLM-4.7 if you want the stronger benchmark profile. MiniCPM5-1B only becomes the better choice if mathematics is the priority.
GLM-4.7 is clearly ahead on the provisional aggregate, 63 to 36. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
GLM-4.7's sharpest advantage is in knowledge, where it averages 52.1 against 44.1. The single biggest benchmark swing on the page is MMLU-Pro, 84.3% to 48.9%. MiniCPM5-1B does hit back in mathematics, so the answer changes if that is the part of the workload you care about most.
GLM-4.7 gives you the larger context window at 200K, compared with 131K for MiniCPM5-1B.
Benchmark Deep Dive
Frequently Asked Questions (3)
Which is better, GLM-4.7 or MiniCPM5-1B?
GLM-4.7 is ahead on BenchLM's provisional leaderboard, 63 to 36. The biggest single separator in this matchup is MMLU-Pro, where the scores are 84.3% and 48.9%.
Which is better for knowledge tasks, GLM-4.7 or MiniCPM5-1B?
GLM-4.7 has the edge for knowledge tasks in this comparison, averaging 52.1 versus 44.1. Inside this category, MMLU-Pro is the benchmark that creates the most daylight between them.
Which is better for math, GLM-4.7 or MiniCPM5-1B?
MiniCPM5-1B has the edge for math in this comparison, averaging 33.1 versus 1.8. Inside this category, AIME 2025 is the benchmark that creates the most daylight between them.
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