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Model comparison

DeepSeek V4 Pro vs GLM-5 (Reasoning)

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

60.66/100
Margin
0.9pts
← winning
59.77/100
0 category wins0 category wins

Public leaderboard positions: DeepSeek V4 Pro #46 (Supported); GLM-5 (Reasoning) #52 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V4 Pro and GLM-5 (Reasoning) share 1 comparable benchmark result. 0 of 8 categories are comparable. 22 results are unique to DeepSeek V4 Pro; 1 to GLM-5 (Reasoning).

Updated July 23, 2026
Shared results
1
DeepSeek V4 Pro only
22
GLM-5 (Reasoning) only
1
Comparable categories
0 / 8

Benchmark data for DeepSeek V4 Pro and GLM-5 (Reasoning) is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

GLM-5 (Reasoning) is priced at $1.00 input / $3.20 output per 1M tokens, versus $0.43 input / $0.87 output per 1M tokens for DeepSeek V4 Pro. DeepSeek V4 Pro has the larger context window at 1M, compared with 200K for GLM-5 (Reasoning).

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 scores and score margins for DeepSeek V4 Pro and GLM-5 (Reasoning)
CategoryDeepSeek V4 ProΔGLM-5 (Reasoning)
AgenticDeepSeek V4 Pro59.1MarginNo overlapGLM-5 (Reasoning)Not measured
CodingDeepSeek V4 Pro65.3MarginNo overlapGLM-5 (Reasoning)Not measured
KnowledgeDeepSeek V4 Pro41.3MarginNo overlapGLM-5 (Reasoning)Not measured
MathDeepSeek V4 Pro31.7MarginNo overlapGLM-5 (Reasoning)Not measured

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricDeepSeek V4 ProGLM-5 (Reasoning)Comparison
Input / output priceUSD per 1M tokensDeepSeek V4 Pro$0.435 input / $0.87 outputGLM-5 (Reasoning)$1 input / $3.2 outputDeepSeek V4 Pro has the lower combined listed price.
Generation speedtokens per secondDeepSeek V4 ProNot availableGLM-5 (Reasoning)Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V4 ProNot availableGLM-5 (Reasoning)Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V4 Pro1MGLM-5 (Reasoning)200KDeepSeek V4 Pro lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek V4 ProGLM-5 (Reasoning)Result
Terminal-Bench 2.0Source 59.1%Not comparable
MCP AtlasSource 69.4%Not comparable
ToolathlonSource 46.3%Not comparable
Claw-EvalSource 59.8%Not comparable
Gert LabsSource 50.28%Not comparable
ResearchClawBenchSource 17.1%Not comparable
Coding
BenchmarkDeepSeek V4 ProGLM-5 (Reasoning)Result
SWE-bench VerifiedSource 73.6%Not comparable
SWE-bench ProSource 52.1%Not comparable
SWE MultilingualSource 69.8%Not comparable
Terminal-Bench 2.0Source 59.1%Not comparable
Vibe Code BenchSource 23.36%Not comparable
Reasoning
BenchmarkDeepSeek V4 ProGLM-5 (Reasoning)Result
MRCR 1MSource 44.7%Not comparable
CorpusQA 1MSource 35.6%Not comparable
Knowledge
BenchmarkDeepSeek V4 ProGLM-5 (Reasoning)Result
MMLU-ProSource 82.9%Not comparable
SimpleQASource 45%Not comparable
Chinese-SimpleQASource 75.8%Not comparable
GPQASource 72.9%Not comparable
GPQA-DSource 72.9%Not comparable
HLESource 7.7%Not comparable
Math
BenchmarkDeepSeek V4 ProGLM-5 (Reasoning)Result
HMMT Feb 2026Source 31.7%Not comparable
IMOAnswerBenchSource 35.3%Not comparable
ApexSource 0.4%Not comparable
Apex ShortlistSource 9.2%Not comparable
Multimodal
BenchmarkDeepSeek V4 ProGLM-5 (Reasoning)Result
Design Arena WebsiteSource 12641278GLM-5 (Reasoning) leads
Frequently Asked Questions (3)

Can I compare DeepSeek V4 Pro and GLM-5 (Reasoning) on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for DeepSeek V4 Pro and GLM-5 (Reasoning) today?

DeepSeek V4 Pro: $0.43 input / $0.87 output per 1M tokens GLM-5 (Reasoning): $1.00 input / $3.20 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 23, 2026

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