Model comparison
GLM-5.3-Flash vs InternVL2-40B
GLM-5.3-Flash has enough public results to be ranked (#41); InternVL2-40B does not yet, so treat this comparison as directional.
Last verified . 0 shared benchmarks.
Shanghai AI LabSummary
- The widest gap is in multimodal, where GLM-5.3-Flash leads 42.8 to 33.7.
Side by side
| GLM-5.3-Flash | InternVL2-40B | |
|---|---|---|
| Provider | Z.ai (Zhipu) | Shanghai AI Lab |
| Noometry Index | 51.8 | 36.6 |
| Released | 2026-08-20 | 2024-07-08 |
| Weights | Open | Open |
| Context window | 1M | — |
| Max output | 131K | — |
| Input $ / M tokens | $0.15 | — |
| Output $ / M tokens | $0.50 | — |
| Results tracked | 40 | 1 |
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Category by category
Coding Not comparable
GLM-5.3-Flash: 53.1 (#31), InternVL2-40B: —
| Benchmark | GLM-5.3-Flash | InternVL2-40B |
|---|---|---|
| DeepSWE | 63.4% | — |
| FrontierCode | 31.8% | — |
| CursorBench | 36.8% | — |
| LMArena WebDev | 1609 | — |
| FrontierSWE | 18.1% | — |
| SciCode | 51.6% | — |
| LMArena Coding | 1508 | — |
| ALE-Bench | 303.55 | — |
Agentic & Tool Use Not comparable
GLM-5.3-Flash: 34.2 (#47), InternVL2-40B: —
| Benchmark | GLM-5.3-Flash | InternVL2-40B |
|---|---|---|
| APEX-Agents | 52.8% | — |
| GDP.pdf | 14% | — |
Reasoning Not comparable
GLM-5.3-Flash: 48.0 (#42), InternVL2-40B: —
| Benchmark | GLM-5.3-Flash | InternVL2-40B |
|---|---|---|
| ARC-AGI-2 | 65.8% | — |
| ARC-AGI-1 | 91% | — |
| CritPt | 15.4% | — |
| Chess Puzzles | 14% | — |
| LMArena Hard Prompts | 1491 | — |
| Mystery Game Puzzles | 8% | — |
| Surface Evolver Bench | 52.5% | — |
| Bench to the Future 3 | 0.15 | — |
| Epoch Capabilities Index | 151.88 | — |
Math Not comparable
GLM-5.3-Flash: 53.3 (#47), InternVL2-40B: —
| Benchmark | GLM-5.3-Flash | InternVL2-40B |
|---|---|---|
| FrontierMath (Tiers 1-3) | 55.8% | — |
| FrontierMath Tier 4 | 17.1% | — |
| OTIS Mock AIME 2024-2025 | 93.9% | — |
| ProofBench | 21% | — |
| LMArena Math | 1500 | — |
Knowledge Not comparable
GLM-5.3-Flash: 58.4 (#36), InternVL2-40B: —
| Benchmark | GLM-5.3-Flash | InternVL2-40B |
|---|---|---|
| GPQA Diamond | 90.2% | — |
| LMArena Expert | 1513 | — |
Multimodal GLM-5.3-Flash leads
GLM-5.3-Flash: 42.8 (#27), InternVL2-40B: 33.7
| Benchmark | GLM-5.3-Flash | InternVL2-40B |
|---|---|---|
| LMArena Vision | 1296 | — |
| Video-MME | — | 61.2% |
Multilingual Not comparable
GLM-5.3-Flash: 56.0 (#25), InternVL2-40B: —
| Benchmark | GLM-5.3-Flash | InternVL2-40B |
|---|---|---|
| LMArena Non-English | 1462 | — |
| LMArena Chinese | 1527 | — |
| LMArena French | 1496 | — |
| LMArena German | 1470 | — |
| LMArena Japanese | 1429 | — |
| LMArena Korean | 1446 | — |
| LMArena Russian | 1469 | — |
| LMArena Spanish | 1471 | — |
Instruction Following Not comparable
GLM-5.3-Flash: 77.5 (#20), InternVL2-40B: —
| Benchmark | GLM-5.3-Flash | InternVL2-40B |
|---|---|---|
| LMArena Instruction Following | 1478 | — |
Long Context Not comparable
GLM-5.3-Flash: 45.4 (#39), InternVL2-40B: —
| Benchmark | GLM-5.3-Flash | InternVL2-40B |
|---|---|---|
| LMArena Longer Query | 1482 | — |
Writing & Preference Not comparable
GLM-5.3-Flash: 65.3 (#50), InternVL2-40B: —
| Benchmark | GLM-5.3-Flash | InternVL2-40B |
|---|---|---|
| LMArena Text | 1471 | — |
| LMArena Creative Writing | 1442 | — |
| LMArena Multi-Turn | 1467 | — |
Frequently asked questions
Is GLM-5.3-Flash better than InternVL2-40B?
GLM-5.3-Flash has enough public results to be ranked (#41); InternVL2-40B does not yet, so treat this comparison as directional.
How many benchmarks do GLM-5.3-Flash and InternVL2-40B share?
0 benchmarks have published results for both models. GLM-5.3-Flash has 40 scored results on Noometry and InternVL2-40B has 1.