Model comparison
GLM-4.7 vs Nova 2.0 Pro Preview
GLM-4.7 is the stronger model overall, scoring 42.0 to 33.4 on the Noometry Index.
Last verified . 2 shared benchmarks.
Summary
- They share 2 benchmarks with published results for both. GLM-4.7 scores higher in 3 categories and Nova 2.0 Pro Preview in 0 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in agentic & tool use, where GLM-4.7 leads 26.5 to 21.9.
- GLM-4.7 has downloadable open weights; the other is API-only.
Side by side
| GLM-4.7 | Nova 2.0 Pro Preview | |
|---|---|---|
| Provider | Z.ai (Zhipu) | Amazon |
| Noometry Index | 42.0 | 33.4 |
| Released | 2025-12-22 | 2025-12-02 |
| Weights | Open | Proprietary |
| Context window | 205K | — |
| Max output | 131K | — |
| Input $ / M tokens | $0.60 | — |
| Output $ / M tokens | $2.20 | — |
| Results tracked | 36 | 3 |
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Category by category
Coding GLM-4.7 leads
GLM-4.7: 44.0 (#79), Nova 2.0 Pro Preview: 40.8 (#133)
| Benchmark | GLM-4.7 | Nova 2.0 Pro Preview |
|---|---|---|
| SciCode | 45.1% | 42.7% |
| LMArena WebDev | 1435 | — |
| LMArena Coding | 1454 | — |
| ALE-Bench | 399.48 | — |
Agentic & Tool Use GLM-4.7 leads
GLM-4.7: 26.5 (#103), Nova 2.0 Pro Preview: 21.9 (#136)
| Benchmark | GLM-4.7 | Nova 2.0 Pro Preview |
|---|---|---|
| Terminal-Bench | 33.4% | — |
| GDP.pdf | — | 2% |
| Vending-Bench 2 | 2,377 | — |
Reasoning GLM-4.7 leads
GLM-4.7: 24.3 (#164), Nova 2.0 Pro Preview: 22.4 (#194)
| Benchmark | GLM-4.7 | Nova 2.0 Pro Preview |
|---|---|---|
| CritPt | 1.7% | 0% |
| SimpleBench | 47.7% | — |
| Chess Puzzles | 6% | — |
| LMArena Hard Prompts | 1443 | — |
| Epoch Capabilities Index | 143.51 | — |
Math Not comparable
GLM-4.7: 38.6 (#135), Nova 2.0 Pro Preview: —
| Benchmark | GLM-4.7 | Nova 2.0 Pro Preview |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 83.3% | — |
| ProofBench | 6% | — |
| LMArena Math | 1423 | — |
| FrontierMath (Feb 2025 set) | 2.4% | — |
| FrontierMath Tier 4 (v1) | 0% | — |
Knowledge Not comparable
GLM-4.7: 47.0 (#80), Nova 2.0 Pro Preview: —
| Benchmark | GLM-4.7 | Nova 2.0 Pro Preview |
|---|---|---|
| GPQA Diamond | 83.3% | — |
| SimpleQA Verified | 32.2% | — |
| Vectara Hallucination Rate | 11.7% | — |
| LMArena Expert | 1424 | — |
Multilingual Not comparable
GLM-4.7: 52.8 (#79), Nova 2.0 Pro Preview: —
| Benchmark | GLM-4.7 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Non-English | 1417 | — |
| LMArena Chinese | 1495 | — |
| LMArena French | 1432 | — |
| LMArena German | 1424 | — |
| LMArena Japanese | 1439 | — |
| LMArena Korean | 1399 | — |
| LMArena Russian | 1423 | — |
| LMArena Spanish | 1434 | — |
Instruction Following Not comparable
GLM-4.7: 74.4 (#95), Nova 2.0 Pro Preview: —
| Benchmark | GLM-4.7 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1411 | — |
Long Context Not comparable
GLM-4.7: 42.8 (#116), Nova 2.0 Pro Preview: —
| Benchmark | GLM-4.7 | Nova 2.0 Pro Preview |
|---|---|---|
| CL-bench | 15.9% | — |
| CL-bench Life | 10.9% | — |
| LMArena Longer Query | 1432 | — |
Writing & Preference Not comparable
GLM-4.7: 60.9 (#93), Nova 2.0 Pro Preview: —
| Benchmark | GLM-4.7 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Text | 1435 | — |
| LMArena Creative Writing | 1401 | — |
| EQ-Bench Creative Writing | 1413 | — |
| LMArena Multi-Turn | 1446 | — |
Frequently asked questions
Is GLM-4.7 better than Nova 2.0 Pro Preview?
GLM-4.7 is the stronger model overall, scoring 42.0 to 33.4 on the Noometry Index.
Is GLM-4.7 or Nova 2.0 Pro Preview better for coding?
GLM-4.7 scores higher on coding benchmarks: 44.0 versus 40.8 in the Noometry coding category.
How many benchmarks do GLM-4.7 and Nova 2.0 Pro Preview share?
2 benchmarks have published results for both models. GLM-4.7 has 36 scored results on Noometry and Nova 2.0 Pro Preview has 3.