Gemini 3.1 Pro Preview (02/26) vs GLM 5.3 Flash: Benchmark Comparison
Gemini 3.1 Pro Preview (02/26) has the higher score on 7 of 18 shared benchmarks; GLM 5.3 Flash leads on 10.
The largest observed score gap is 34.85 pts on Terminal-Bench 4.0 , where GLM 5.3 Flash leads.
Reported ±1 standard-error ranges overlap on 5 of 18 shared benchmarks with comparable uncertainty data. This is not a pairwise statistical significance test.
Shared benchmark results
Scores and reported standard errors come from the latest visible Vals benchmark version available for both models.
| Benchmark | Gemini 3.1 Pro Preview (02/26) | GLM 5.3 Flash | Gap | Reported uncertainty |
|---|---|---|---|---|
| Legal Research Bench | 20.67% ±2.81 | 45.19% ±3.46 | 24.52 pts | Reported ±1 SE ranges do not overlap |
| LegalBench | 87.40% ±0.33 | 83.93% ±0.43 | 3.47 pts | Reported ±1 SE ranges do not overlap |
| Tax Agent Bench | 9.29% ±2.09 | 31.55% ±3.35 | 22.26 pts | Reported ±1 SE ranges do not overlap |
| TaxEval v2 | 72.88% ±0.86 | 75.59% ±0.84 | 2.71 pts | Reported ±1 SE ranges do not overlap |
| MedScribe | 76.11% ±1.92 | 88.94% ±1.91 | 12.82 pts | Reported ±1 SE ranges do not overlap |
| ProofBench v1.1 | 26.00% ±4.41 | 21.00% ±4.09 | 5.00 pts | Reported ±1 SE ranges overlap |
| Terminal-Bench-Science | 1.43% ±1.43 | 2.86% ±2.01 | 1.43 pts | Reported ±1 SE ranges overlap |
| GPQA Diamond | 95.45% ±1.05 | 86.36% ±2.13 | 9.09 pts | Reported ±1 SE ranges do not overlap |
| MMLU Pro | 90.99% ±0.28 | 86.06% ±0.34 | 4.93 pts | Reported ±1 SE ranges do not overlap |
| MMMU Pro | 88.21% ±0.78 | 86.01% ±0.83 | 2.20 pts | Reported ±1 SE ranges do not overlap |
| IOI | 51.83% ±2.59 | 52.50% ±2.62 | 0.67 pts | Reported ±1 SE ranges overlap |
| LiveCodeBench | 88.48% ±0.93 | 80.51% ±1.05 | 7.97 pts | Reported ±1 SE ranges do not overlap |
| ProgramBench | 0.00% ±0.00 | 0.00% ±0.00 | 0.00 pts | Reported ±1 SE ranges overlap |
| SWE-bench | 78.80% ±1.83 | 92.00% ±1.21 | 13.20 pts | Reported ±1 SE ranges do not overlap |
| Terminal-Bench 4.0 | 2.52% ±0.51 | 37.37% ±2.67 | 34.85 pts | Reported ±1 SE ranges do not overlap |
| Vibe Code Bench 1-100 | 6.69% ±2.40 | 16.03% ±3.28 | 9.34 pts | Reported ±1 SE ranges do not overlap |
| Vibe Code Bench v1.1 | 32.03% ±4.34 | 30.76% ±5.28 | 1.27 pts | Reported ±1 SE ranges overlap |
| SRE Bench | 0.00% ±0.00 | 0.76% ±0.54 | 0.76 pts | Reported ±1 SE ranges do not overlap |
Performance by category
| Category | Gemini 3.1 Pro Preview (02/26) average | GLM 5.3 Flash average |
|---|---|---|
| Legal | 54.04% | 64.56% |
| Finance | 41.09% | 53.57% |
| Healthcare | 76.11% | 88.94% |
| Math | 26.00% | 21.00% |
| Science | 1.43% | 2.86% |
| Academic | 91.55% | 86.14% |
| Coding | 37.20% | 44.17% |
| Cyber | 0.00% | 0.76% |
Cost and latency
Cost per test appears only where the benchmark reports it for both models. Latency is the measured completion time for that benchmark.
| Benchmark | Gemini 3.1 Pro Preview (02/26) cost | GLM 5.3 Flash cost | Gemini 3.1 Pro Preview (02/26) latency | GLM 5.3 Flash latency |
|---|---|---|---|---|
| Legal Research Bench | $1.10 | $0.12 | 4m02s | 51m07s |
| LegalBench | N/A | N/A | 10.06s | 12.52s |
| Tax Agent Bench | $0.30 | $0.14 | 100.96s | 21m37s |
| TaxEval v2 | N/A | N/A | 41.93s | 53.06s |
| MedScribe | N/A | N/A | 69.14s | 86.98s |
| ProofBench v1.1 | $0.78 | $0.22 | 14m49s | 1h11m |
| Terminal-Bench-Science | $5.91 | $0.52 | 43m58s | 3h28m |
| GPQA Diamond | N/A | N/A | 65.76s | 2m11s |
| MMLU Pro | N/A | N/A | 23.91s | 44.76s |
| MMMU Pro | N/A | N/A | 76.99s | 28.22s |
| IOI | $1.25 | $0.43 | 12m03s | 1h32m |
| LiveCodeBench | N/A | N/A | 88.89s | 5m02s |
| ProgramBench | $2.63 | $0.80 | 12m36s | 5h30m |
| SWE-bench | $0.78 | $0.02 | 5m12s | 1h04m |
| Terminal-Bench 4.0 | $4.11 | $1.22 | 18m44s | 1h01m |
| Vibe Code Bench 1-100 | $3.36 | $0.46 | 11m28s | 39m03s |
| Vibe Code Bench v1.1 | $3.83 | $2.35 | 20m12s | 1h24m |
| SRE Bench | $11.34 | $2.29 | 1h03m | 3h15m |
Results available only for Gemini 3.1 Pro Preview (02/26)
- Vals Science Index
- MortgageTax
- MedCode
- BioMysteryBench
- MysteryMechanism
- SAGE
- Public Benefits Bench v1.1
Results available only for GLM 5.3 Flash
- Vals Finance Index
- Vals Index
- Vals Legal Index
- HLAB-Vals-1.1
- EMB v1.1
- Finance Agent v2.1
- Code Migration v1.1
- SkillsBench
- CyberBench v1.1