Model comparison

DeepSeek V4 Pro vs GLM-4.6

DeepSeek V4 Pro is the stronger model overall, scoring 54.3 to 41.4 on the Noometry Index.

Last verified . 24 shared benchmarks.

DeepSeek V4 Pro DeepSeek

54.3

Rank #31 Confirmed

GLM-4.6 Z.ai (Zhipu)

41.4

Rank #135 Confirmed

Summary

  • They share 24 benchmarks with published results for both. DeepSeek V4 Pro scores higher in 9 categories and GLM-4.6 in 0 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where DeepSeek V4 Pro leads 56.5 to 23.7.
  • The biggest single-benchmark swing is CritPt: 18% for DeepSeek V4 Pro and 1.1% for GLM-4.6.
  • Both cost about the same: $0.66 input and $1.98 output per million tokens.
  • DeepSeek V4 Pro accepts more context: 1M tokens versus 205K.

Side by side

DeepSeek V4 Pro and GLM-4.6 specifications
DeepSeek V4 ProGLM-4.6
ProviderDeepSeekZ.ai (Zhipu)
Noometry Index54.341.4
Released2026-04-242025-09-30
WeightsOpenOpen
Context window1M205K
Max output393K131K
Input $ / M tokens$0.66$0.60
Output $ / M tokens$1.98$2.20
Results tracked4829

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Category by category

Coding DeepSeek V4 Pro leads

DeepSeek V4 Pro: 52.4 (#34), GLM-4.6: 40.1 (#148)

Coding benchmarks
BenchmarkDeepSeek V4 ProGLM-4.6
LMArena WebDev15821340
SciCode51%38.4%
LMArena Coding14701449
ALE-Bench1,403340.82
SWE-bench Verified77.6%—
FrontierCode28.6%—
SWE-bench Verified (bash only)—55.4%
WeirdML66.2%—

Agentic & Tool Use Too close to call

DeepSeek V4 Pro: 32.8 (#58), GLM-4.6: 32.3 (#66)

Agentic & Tool Use benchmarks
BenchmarkDeepSeek V4 ProGLM-4.6
Terminal-Bench—24.5%
APEX-Agents47.3%—
Berkeley Function Calling Leaderboard—72.4%
Vending-Bench 23,285—

Reasoning DeepSeek V4 Pro leads

DeepSeek V4 Pro: 56.5 (#24), GLM-4.6: 23.7 (#172)

Reasoning benchmarks
BenchmarkDeepSeek V4 ProGLM-4.6
Kagi LLM Benchmark53.5%47.4%
CritPt18%1.1%
LMArena Hard Prompts14611440
ARC-AGI-261.3%—
NYT Connections (extended)91.3%—
ARC-AGI-190.5%—
Chess Puzzles47%—
Mystery Game Puzzles43%—
DTBench93.9%—
LMCA45.5%—
Surface Evolver Bench40%—
Epoch Capabilities Index155.31—
ForecastBench56.1—

Math DeepSeek V4 Pro leads

DeepSeek V4 Pro: 64.8 (#30), GLM-4.6: 39.1 (#111)

Knowledge DeepSeek V4 Pro leads

DeepSeek V4 Pro: 59.5 (#31), GLM-4.6: 40.2 (#124)

Knowledge benchmarks
BenchmarkDeepSeek V4 ProGLM-4.6
Vectara Hallucination Rate8.6%9.5%
LMArena Expert14641431
GPQA Diamond91.7%—
SimpleQA Verified52.9%—

Multilingual Too close to call

DeepSeek V4 Pro: 54.4 (#45), GLM-4.6: 53.5 (#66)

Multilingual benchmarks
BenchmarkDeepSeek V4 ProGLM-4.6
LMArena Non-English14391426
LMArena Chinese14861499
LMArena French14721459
LMArena German14581447
LMArena Japanese14451393
LMArena Korean14471400
LMArena Russian14531419
LMArena Spanish14581436

Instruction Following DeepSeek V4 Pro leads

DeepSeek V4 Pro: 76.1 (#47), GLM-4.6: 74.3 (#98)

Instruction Following benchmarks
BenchmarkDeepSeek V4 ProGLM-4.6
LMArena Instruction Following14481410

Long Context DeepSeek V4 Pro leads

DeepSeek V4 Pro: 45.0 (#51), GLM-4.6: 43.4 (#94)

Long Context benchmarks
BenchmarkDeepSeek V4 ProGLM-4.6
LMArena Longer Query14581422
CL-bench Life13.5%—

Writing & Preference DeepSeek V4 Pro leads

DeepSeek V4 Pro: 65.5 (#46), GLM-4.6: 61.1 (#90)

Writing & Preference benchmarks
BenchmarkDeepSeek V4 ProGLM-4.6
LMArena Text14511440
LMArena Creative Writing14461411
EQ-Bench Creative Writing15531411
LMArena Multi-Turn14671427
EQ-Bench 41166—

Frequently asked questions

Is DeepSeek V4 Pro better than GLM-4.6?

DeepSeek V4 Pro is the stronger model overall, scoring 54.3 to 41.4 on the Noometry Index.

Which is cheaper, DeepSeek V4 Pro or GLM-4.6?

DeepSeek V4 Pro is cheaper. It lists at $0.66 per million input tokens and $1.98 per million output tokens; GLM-4.6 lists at $0.60 and $2.20.

Is DeepSeek V4 Pro or GLM-4.6 better for coding?

DeepSeek V4 Pro scores higher on coding benchmarks: 52.4 versus 40.1 in the Noometry coding category.

Which has the bigger context window?

DeepSeek V4 Pro does, with 1M tokens against 205K.

How many benchmarks do DeepSeek V4 Pro and GLM-4.6 share?

24 benchmarks have published results for both models. DeepSeek V4 Pro has 48 scored results on Noometry and GLM-4.6 has 29.

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