BlogLLM Benchmark Scores as Published, Side by Side

DeepSeek-V4-Pro (Preview): Benchmark Scores as Published

Every result the catalog holds for DeepSeek-V4-Pro (Preview): 69 tests in 13 areas, from 9 pages. 32 printed by DeepSeek itself, the rest by the company named beside each number. Each number is as printed; nothing is ranked or rescored.

Developer DeepSeekReleased 2026-04-24Context window 1MInput TextOutput TextWeights Open (MIT)Data version 2026103001, as of 2026-10-30

Knowledge Work

Agentic Coding

TestValuePrinted bySetup as printed
SWE-bench Verified79.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 4 more pagesEffort: high
73.6%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
80.6%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
SWE-Bench Pro54.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 4 more pagesEffort: high
55.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
52.1%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
Terminal-Bench 2.172.1%DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 4 more pages-
DeepSWE v1.112.8%DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 2 more pages-
SWE-bench Multilingual69.8%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 1 more pageEffort: non-think
76.2%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
74.1%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
Terminal-Bench 2.063.3%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 1 more pageEffort: high
59.1%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
67.9%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
NL2Repo-Bench38.5DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 3 more pages-
ProgramBench47.8%Z.ai, GLM-5.2 model cardchecked 2026-10-15Harness: Claude Code 2.1.156; Context: 400000
FrontierSWE (dominance score)29Z.ai, GLM-5.2 model cardchecked 2026-10-15Context: 1000000
DSBench-FullStack41.8%DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 1 more page-
DSBench-Hard31.1%DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 1 more page-

Science and Math

TestValuePrinted bySetup as printed
GPQA Diamond72.9%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 3 more pagesEffort: non-think
90.1%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
89.1%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
SciCode50.5%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
IMO-AnswerBench88%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 2 more pagesEffort: high
35.3%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
89.8%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
AIME 202696.7%Thinking Machines, Thinking Machines Inkling model cardchecked 2026-10-15; printed on 1 more page-
HMMT November 202594.4%Z.ai, GLM-5.2 model cardchecked 2026-10-15-
HMMT February 202631.7%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 2 more pagesEffort: non-think
94%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
95.2%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
CritPt14%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15; printed on 1 more pageTools: none
MathArena Apex Shortlist90.2%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 1 more pageEffort: max
9.2%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
85.5%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
MathArena Apex38.3%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
27.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
0.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
GPQA87.8%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15Tools: none

Long Context

TestValuePrinted bySetup as printed
AA-LCR67.3%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
LongBench v262.1%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
CorpusQA 1M56.5%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high; Context: 1M
35.6%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think; Context: 1M
62%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max; Context: 1M
MRCR 1M (MMR)44.7%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think; Context: 1M
83.5%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max; Context: 1M
83.3%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high; Context: 1M
RULER at 1M94.2%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15Context: 1048576

Computer Use

TestValuePrinted bySetup as printed
OSWorld-Verified80.6%MiniMax, MiniMax M3checked 2026-10-15-

Cybersecurity

TestValuePrinted bySetup as printed
CyberGym52.7%DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 1 more page-

General Knowledge and Reasoning

TestValuePrinted bySetup as printed
Humanity's Last Exam (no tools)7.7%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 4 more pagesEffort: non-think; Tools: none
34.5%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high; Tools: none
37.7%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max; Tools: none
MMLU-Pro87.1%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 1 more pageEffort: high
82.9%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
87.5%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
Humanity's Last Exam (with tools)44.7%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 4 more pagesEffort: high; Tools: enabled; exact tools in source
48.2%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max; Tools: enabled; exact tools in source
AA-Omniscience Accuracy46.8%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
SimpleQA Verified45%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 1 more pageEffort: non-think
46.2%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
57.9%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
AA-Omniscience Index-10Thinking Machines, Thinking Machines Inkling model cardchecked 2026-10-15-
AA-Omniscience Non-Hallucination5.7%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Chinese SimpleQA75.8%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
84.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
77.7%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high

Code Generation

TestValuePrinted bySetup as printed
LiveCodeBench v693.5%Microsoft, Microsoft AI: Introducing MAI-Thinking-1checked 2026-10-19; printed on 1 more page-
Codeforces rating3206DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
2919DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
LiveCodeBench (version not stated)89.8%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
93.5%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
56.8%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
IOI 2025 (total points)580.1NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-

Tool Use and Workflows

TestValuePrinted bySetup as printed
Toolathlon51.8%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 1 more pageEffort: max
49%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
46.3%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
τ³-bench Banking25.9%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15; printed on 1 more page-
Agents' Last Exam (pass rate)16.5%DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 1 more page-
Toolathlon Verified55.9%DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 1 more page-
MCP Atlas69.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 1 more pageEffort: non-think
74.2%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
MCP Atlas (public set)73.6%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 2 more pagesEffort: max
Claw-Eval pass^358.4%MiniMax, MiniMax M3checked 2026-10-15-
PinchBench88.6%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
τ³-bench Airline80.8%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
τ³-bench Retail88.9%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
τ³-bench Telecom96.3%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
τ³-bench (average)73.2%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-

Web Search and Research

TestValuePrinted bySetup as printed
BrowseComp83.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 3 more pagesEffort: max; Tools: enabled; exact tools in source
80.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high; Tools: enabled; exact tools in source

Instruction Following

TestValuePrinted bySetup as printed
IFBench79.1NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15; printed on 1 more page-
MultiChallenge64.1%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-

Multilingual

Safety and Alignment

Price

API list prices in US dollars per one million tokens, as printed on the developer's pricing page on the day checked. Cost per task is measured by Vals AI.

PriceValuePrinted bySetup as printed
Cost per taskVals AI, USD, lower is better$2.21Vals AI, Vibe Code Bench v1.1 leaderboardchecked 2026-10-27Harness: OpenHands

More from DeepSeek

Every number here is read from the same catalog file as the benchmark table, data version 2026103001. Where one page printed the model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.