Model comparison
DeepSeek V4 Flash (High) vs GLM-4.6
Head-to-head evidence from 11 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: DeepSeek V4 Flash (High) #92 (Estimated); GLM-4.6 #85 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. DeepSeek V4 Flash (High) and GLM-4.6 share 11 comparable benchmark results. 1 of 8 categories are comparable. 27 results are unique to DeepSeek V4 Flash (High); 3 to GLM-4.6.
Updated July 23, 2026- Shared results
- 11
- DeepSeek V4 Flash (High) only
- 27
- GLM-4.6 only
- 3
- Comparable categories
- 1 / 8
Pick GLM-4.6 if you want the stronger benchmark profile. DeepSeek V4 Flash (High) only becomes the better choice if mathematics is the priority or you need the larger 1M context window.
Confidence note. This is a partial-evidence comparison with 11 shared benchmark results across 5 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
GLM-4.6 has the cleaner BenchAlign overall profile here, landing at 55.12 versus 53.95. It is a real lead, but still close enough that category-level strengths matter more than the headline number.
DeepSeek V4 Flash (High) gives you the larger context window at 1M, compared with 200K for GLM-4.6.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | DeepSeek V4 Flash (High) | Δ | GLM-4.6 |
|---|---|---|---|
| Math | DeepSeek V4 Flash (High)91.9 | Margin← 88.5 | GLM-4.63.4 |
| Agentic | DeepSeek V4 Flash (High)55.3 | MarginNo overlap | GLM-4.6Not measured |
| Coding | DeepSeek V4 Flash (High)68.5 | MarginNo overlap | GLM-4.6Not measured |
| Knowledge | DeepSeek V4 Flash (High)52.1 | MarginNo overlap | GLM-4.6Not measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | DeepSeek V4 Flash (High) | GLM-4.6 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | DeepSeek V4 Flash (High)$0.14 input / $0.28 output | GLM-4.6Not available | A complete price comparison is not available. |
| Generation speedtokens per second | DeepSeek V4 Flash (High)Not available | GLM-4.6Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | DeepSeek V4 Flash (High)Not available | GLM-4.6Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | DeepSeek V4 Flash (High)1M | GLM-4.6200K | DeepSeek V4 Flash (High) lists the larger context window. |
Benchmark Deep Dive
Agentic9 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | GLM-4.6 | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 56.6% | — | Not comparable |
| BrowseCompSource | 53.5% | — | Not comparable |
| HLE w/ toolsSource | 40.3% | — | Not comparable |
| MCP AtlasSource | 67.4% | — | Not comparable |
| ToolathlonSource | 43.5% | — | Not comparable |
| τ²-bench resultsSource | 95.6% | 76.9% | DeepSeek V4 Flash (High) leads |
| AA Agentic IndexSource | 28.2% | — | Not comparable |
| GDPval-AASource | 32.4% | — | Not comparable |
| GDPval-AASource | 1147 | — | Not comparable |
Coding8 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | GLM-4.6 | Result |
|---|---|---|---|
| CodeforcesSource | 2816.0 | — | Not comparable |
| SWE-bench VerifiedSource | 78.6% | — | Not comparable |
| SWE-bench ProSource | 52.3% | — | Not comparable |
| SWE MultilingualSource | 70.2% | — | Not comparable |
| Terminal-Bench 2.0Source | 56.6% | — | Not comparable |
| AA-SciCodeSource | 42.0% | 33.1% | DeepSeek V4 Flash (High) leads |
| AA Coding IndexSource | 52.0% | — | Not comparable |
| Vibe Code BenchSource | — | 3.09% | Not comparable |
Reasoning4 benchmarks
Knowledge12 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | GLM-4.6 | Result |
|---|---|---|---|
| MMLU-ProSource | 86.4% | — | Not comparable |
| SimpleQASource | 28.9% | — | Not comparable |
| Chinese-SimpleQASource | 73.2% | — | Not comparable |
| GPQASource | 87.4% | — | Not comparable |
| GPQA-DSource | 87.4% | — | Not comparable |
| HLESource | 29.4% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 37.5% | 23.0% | DeepSeek V4 Flash (High) leads |
| AA-GPQA DiamondSource | 86.7% | 63.2% | DeepSeek V4 Flash (High) leads |
| AA-HLESource | 27.8% | 5.2% | DeepSeek V4 Flash (High) leads |
| AA-Omniscience IndexSource | -22.3% | -31.6% | DeepSeek V4 Flash (High) leads |
| AA-Omniscience AccuracySource | 35.5% | 20.8% | DeepSeek V4 Flash (High) leads |
| AA-Omniscience Hallucination RateSource | 89.7% | 66.1% | GLM-4.6 leads |
MathDeepSeek V4 Flash (High) wins6 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | GLM-4.6 | Result |
|---|---|---|---|
| HMMT Feb 2026Source | 91.9% | — | Not comparable |
| IMOAnswerBenchSource | 85.1% | — | Not comparable |
| ApexSource | 19.1% | — | Not comparable |
| Apex ShortlistSource | 72.1% | — | Not comparable |
| FrontierMath v2 (Tiers 1-3)Source | — | 3.819% | Not comparable |
| FrontierMath v2 (Tier 4)Source | — | 2.128% | Not comparable |
Multimodal1 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | GLM-4.6 | Result |
|---|---|---|---|
| Design Arena WebsiteSource | 1238 | — | Not comparable |
Inst. Following1 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | GLM-4.6 | Result |
|---|---|---|---|
| AA-IFBenchSource | 73.5% | 36.7% | DeepSeek V4 Flash (High) leads |
Frequently Asked Questions (2)
Which is better, DeepSeek V4 Flash (High) or GLM-4.6?
GLM-4.6 is ahead on BenchLM's BenchAlign leaderboard, 55.12 to 53.95.
Which is better for math, DeepSeek V4 Flash (High) or GLM-4.6?
DeepSeek V4 Flash (High) has the edge for math in this comparison, averaging 91.9 versus 3.4. GLM-4.6 stays close enough that the answer can still flip depending on your workload.
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