Model comparison
GLM-5.2 vs Nova 2 Lite
GLM-5.2 is the stronger model overall, scoring 51.1 to 39.7 on the Noometry Index. Nova 2 Lite costs 2.5× less per token, which makes it the better buy when GLM-5.2's lead doesn't matter for your workload.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. GLM-5.2 scores higher in 9 categories and Nova 2 Lite in 0 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in math, where GLM-5.2 leads 55.7 to 37.5.
- Nova 2 Lite is cheaper at $0.30 / $2.50 per million input/output tokens, against $1.40 / $4.40 for GLM-5.2.
- GLM-5.2 has downloadable open weights; the other is API-only.
Side by side
| GLM-5.2 | Nova 2 Lite | |
|---|---|---|
| Provider | Z.ai (Zhipu) | Amazon |
| Noometry Index | 51.1 | 39.7 |
| Released | 2026-06-13 | 2025-12-01 |
| Weights | Open | Proprietary |
| Context window | 1M | 1M |
| Max output | 131K | 64K |
| Input $ / M tokens | $1.40 | $0.30 |
| Output $ / M tokens | $4.40 | $2.50 |
| Results tracked | 51 | 19 |
Sponsored placements are available on pages like this one. Advertise on Noometry
Category by category
Coding GLM-5.2 leads
GLM-5.2: 51.3 (#41), Nova 2 Lite: 40.7 (#134)
| Benchmark | GLM-5.2 | Nova 2 Lite |
|---|---|---|
| LMArena Coding | 1485 | 1385 |
| SWE-bench Verified | 78.7% | — |
| DeepSWE | 43.8% | — |
| FrontierCode | 24.5% | — |
| LMArena WebDev | 1603 | — |
| SciCode | 50.5% | — |
| WeirdML | 70.1% | — |
| ALE-Bench | 1,047 | — |
Agentic & Tool Use GLM-5.2 leads
GLM-5.2: 32.4 (#63), Nova 2 Lite: 24.1 (#121)
| Benchmark | GLM-5.2 | Nova 2 Lite |
|---|---|---|
| APEX-Agents | 45.2% | — |
| Berkeley Function Calling Leaderboard | — | 27.1% |
| τ²-bench Banking | 37.1% | — |
| PostTrainBench | 31.7% | — |
| GBAEval | 0% | — |
| Vending-Bench 2 | 8,314 | — |
Reasoning GLM-5.2 leads
GLM-5.2: 42.3 (#52), Nova 2 Lite: 27.5 (#118)
| Benchmark | GLM-5.2 | Nova 2 Lite |
|---|---|---|
| LMArena Hard Prompts | 1480 | 1364 |
| ARC-AGI-2 | 22.8% | — |
| SimpleBench | 58.8% | — |
| Kagi LLM Benchmark | 62.6% | — |
| NYT Connections (extended) | 74.3% | — |
| ARC-AGI-1 | 77% | — |
| CritPt | 20.9% | — |
| Chess Puzzles | 21% | — |
| EBR-Bench | 9.5% | — |
| Mystery Game Puzzles | 19% | — |
| DTBench | 93.6% | — |
| LMCA | 45.8% | — |
| Surface Evolver Bench | 55.6% | — |
| Epoch Capabilities Index | 151.78 | — |
Math GLM-5.2 leads
GLM-5.2: 55.7 (#43), Nova 2 Lite: 37.5 (#156)
| Benchmark | GLM-5.2 | Nova 2 Lite |
|---|---|---|
| LMArena Math | 1482 | 1359 |
| FrontierMath (Tiers 1-3) | 59.2% | — |
| FrontierMath Tier 4 | 29.3% | — |
| MathArena Final-Answer Competitions | 67.6% | — |
| OTIS Mock AIME 2024-2025 | 86.4% | — |
| ProofBench | 35% | — |
Knowledge GLM-5.2 leads
GLM-5.2: 57.1 (#40), Nova 2 Lite: 43.0 (#94)
| Benchmark | GLM-5.2 | Nova 2 Lite |
|---|---|---|
| LMArena Expert | 1486 | 1358 |
| GPQA Diamond | 91.9% | — |
| SimpleQA Verified | 34.2% | — |
| Vectara Hallucination Rate | — | 5.1% |
Multilingual GLM-5.2 leads
GLM-5.2: 55.8 (#26), Nova 2 Lite: 47.1 (#153)
| Benchmark | GLM-5.2 | Nova 2 Lite |
|---|---|---|
| LMArena Non-English | 1459 | 1337 |
| LMArena Chinese | 1519 | 1364 |
| LMArena French | 1479 | 1381 |
| LMArena German | 1468 | 1343 |
| LMArena Japanese | 1451 | 1271 |
| LMArena Korean | 1445 | 1284 |
| LMArena Russian | 1466 | 1343 |
| LMArena Spanish | 1477 | 1373 |
Instruction Following GLM-5.2 leads
GLM-5.2: 76.9 (#34), Nova 2 Lite: 70.5 (#161)
| Benchmark | GLM-5.2 | Nova 2 Lite |
|---|---|---|
| LMArena Instruction Following | 1465 | 1335 |
Long Context GLM-5.2 leads
GLM-5.2: 45.3 (#43), Nova 2 Lite: 40.6 (#150)
| Benchmark | GLM-5.2 | Nova 2 Lite |
|---|---|---|
| LMArena Longer Query | 1479 | 1335 |
Writing & Preference GLM-5.2 leads
GLM-5.2: 70.4 (#21), Nova 2 Lite: 53.9 (#154)
| Benchmark | GLM-5.2 | Nova 2 Lite |
|---|---|---|
| LMArena Text | 1470 | 1362 |
| LMArena Creative Writing | 1462 | 1291 |
| LMArena Multi-Turn | 1469 | 1338 |
| EQ-Bench Creative Writing | 1757 | — |
| EQ-Bench 4 | 1222 | — |
Frequently asked questions
Is GLM-5.2 better than Nova 2 Lite?
GLM-5.2 is the stronger model overall, scoring 51.1 to 39.7 on the Noometry Index. Nova 2 Lite costs 2.5× less per token, which makes it the better buy when GLM-5.2's lead doesn't matter for your workload.
Which is cheaper, GLM-5.2 or Nova 2 Lite?
Nova 2 Lite is cheaper. It lists at $0.30 per million input tokens and $2.50 per million output tokens; GLM-5.2 lists at $1.40 and $4.40.
Is GLM-5.2 or Nova 2 Lite better for coding?
GLM-5.2 scores higher on coding benchmarks: 51.3 versus 40.7 in the Noometry coding category.
Which has the bigger context window?
Both accept 1M tokens.
How many benchmarks do GLM-5.2 and Nova 2 Lite share?
17 benchmarks have published results for both models. GLM-5.2 has 51 scored results on Noometry and Nova 2 Lite has 19.