Model comparison
GLM-5.3 vs Nemotron 3.5 Lightning
GLM-5.3 is the stronger model overall, scoring 54.6 to 39.3 on the Noometry Index. Nemotron 3.5 Lightning costs 25× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.
Last verified . 18 shared benchmarks.
NVIDIASummary
- They share 18 benchmarks with published results for both. GLM-5.3 scores higher in 8 categories and Nemotron 3.5 Lightning in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in math, where GLM-5.3 leads 62.1 to 34.7.
- Nemotron 3.5 Lightning is cheaper at $0.06 / $0.16 per million input/output tokens, against $1.40 / $4.40 for GLM-5.3.
- GLM-5.3 accepts more context: 1M tokens versus 262K.
Side by side
| GLM-5.3 | Nemotron 3.5 Lightning | |
|---|---|---|
| Provider | Z.ai (Zhipu) | NVIDIA |
| Noometry Index | 54.6 | 39.3 |
| Released | 2026-08-14 | 2026-08-11 |
| Weights | Open | Open |
| Context window | 1M | 262K |
| Max output | 131K | 262K |
| Input $ / M tokens | $1.40 | $0.06 |
| Output $ / M tokens | $4.40 | $0.16 |
| Results tracked | 41 | 18 |
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Category by category
Coding GLM-5.3 leads
GLM-5.3: 59.0 (#12), Nemotron 3.5 Lightning: 39.6 (#143)
| Benchmark | GLM-5.3 | Nemotron 3.5 Lightning |
|---|---|---|
| LMArena Coding | 1499 | 1370 |
| DeepSWE | 69% | — |
| FrontierCode | 40.1% | — |
| LMArena WebDev | 1623 | — |
| FrontierSWE | 30.2% | — |
| SciCode | 59% | — |
| WeirdML | 75.4% | — |
| ALE-Bench | 1,317 | — |
Agentic & Tool Use Not comparable
GLM-5.3: 36.3 (#34), Nemotron 3.5 Lightning: —
| Benchmark | GLM-5.3 | Nemotron 3.5 Lightning |
|---|---|---|
| APEX-Agents | 56.6% | — |
| Vending-Bench 2 | 8,164 | — |
Reasoning GLM-5.3 leads
GLM-5.3: 45.2 (#42), Nemotron 3.5 Lightning: 25.7 (#128)
| Benchmark | GLM-5.3 | Nemotron 3.5 Lightning |
|---|---|---|
| LMArena Hard Prompts | 1491 | 1335 |
| NYT Connections (extended) | 74.2% | — |
| CritPt | 19.1% | — |
| Chess Puzzles | 21% | — |
| Mystery Game Puzzles | 33% | — |
| DTBench | 87.7% | — |
| LMCA | 55.5% | — |
| Bench to the Future 3 | 0.15 | — |
| Epoch Capabilities Index | 155.56 | — |
Math GLM-5.3 leads
GLM-5.3: 62.1 (#27), Nemotron 3.5 Lightning: 34.7 (#156)
| Benchmark | GLM-5.3 | Nemotron 3.5 Lightning |
|---|---|---|
| LMArena Math | 1493 | 1355 |
| FrontierMath (Tiers 1-3) | 68.8% | — |
| FrontierMath Tier 4 | 29.3% | — |
| OTIS Mock AIME 2024-2025 | 91.1% | — |
| ProofBench | 49% | — |
Knowledge GLM-5.3 leads
GLM-5.3: 58.3 (#34), Nemotron 3.5 Lightning: 36.9 (#154)
| Benchmark | GLM-5.3 | Nemotron 3.5 Lightning |
|---|---|---|
| LMArena Expert | 1512 | 1354 |
| GPQA Diamond | 90.9% | — |
| SimpleQA Verified | 41% | — |
Multilingual GLM-5.3 leads
GLM-5.3: 55.9 (#27), Nemotron 3.5 Lightning: 44.0 (#175)
| Benchmark | GLM-5.3 | Nemotron 3.5 Lightning |
|---|---|---|
| LMArena Non-English | 1457 | 1292 |
| LMArena Chinese | 1523 | 1356 |
| LMArena French | 1499 | 1369 |
| LMArena German | 1505 | 1280 |
| LMArena Japanese | 1438 | 1213 |
| LMArena Korean | 1478 | 1233 |
| LMArena Russian | 1460 | 1257 |
| LMArena Spanish | 1444 | 1321 |
Instruction Following GLM-5.3 leads
GLM-5.3: 77.8 (#15), Nemotron 3.5 Lightning: 69.8 (#166)
| Benchmark | GLM-5.3 | Nemotron 3.5 Lightning |
|---|---|---|
| LMArena Instruction Following | 1481 | 1317 |
Long Context GLM-5.3 leads
GLM-5.3: 45.5 (#32), Nemotron 3.5 Lightning: 39.9 (#160)
| Benchmark | GLM-5.3 | Nemotron 3.5 Lightning |
|---|---|---|
| LMArena Longer Query | 1485 | 1312 |
Writing & Preference GLM-5.3 leads
GLM-5.3: 75.9 (#6), Nemotron 3.5 Lightning: 48.5 (#198)
| Benchmark | GLM-5.3 | Nemotron 3.5 Lightning |
|---|---|---|
| LMArena Text | 1473 | 1324 |
| LMArena Creative Writing | 1459 | 1254 |
| EQ-Bench Creative Writing | 2075 | 1280 |
| LMArena Multi-Turn | 1473 | 1327 |
Frequently asked questions
Is GLM-5.3 better than Nemotron 3.5 Lightning?
GLM-5.3 is the stronger model overall, scoring 54.6 to 39.3 on the Noometry Index. Nemotron 3.5 Lightning costs 25× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.
Which is cheaper, GLM-5.3 or Nemotron 3.5 Lightning?
Nemotron 3.5 Lightning is cheaper. It lists at $0.06 per million input tokens and $0.16 per million output tokens; GLM-5.3 lists at $1.40 and $4.40.
Is GLM-5.3 or Nemotron 3.5 Lightning better for coding?
GLM-5.3 scores higher on coding benchmarks: 59.0 versus 39.6 in the Noometry coding category.
Which has the bigger context window?
GLM-5.3 does, with 1M tokens against 262K.
How many benchmarks do GLM-5.3 and Nemotron 3.5 Lightning share?
18 benchmarks have published results for both models. GLM-5.3 has 41 scored results on Noometry and Nemotron 3.5 Lightning has 18.