BlogLLM Benchmark Scores as Published, Side by Side

Gemma 4 31B: Benchmark Scores as Published

Every result the catalog holds for Gemma 4 31B: 58 tests in 10 areas, from 3 pages. 15 printed by Google itself, the rest by the company named beside each number. Each number is as printed; nothing is ranked or rescored.

Developer GoogleReleased 2026-04-02Context window 256KInput Text, imageOutput TextWeights Open (Apache 2.0)Data version 2026103001, as of 2026-10-30

Agentic Coding

TestValuePrinted bySetup as printed
SWE-bench Verified52%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: internal scaffold; Context: 200000
SWE-Bench Pro35.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: internal scaffold; Context: 200000
SWE-bench Multilingual51.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: internal scaffold; Context: 200000
Terminal-Bench 2.042.9%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: Harbor/Terminus-2; Context: 256000
NL2Repo-Bench15.5Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: Claude Code (baselines)

Science and Math

TestValuePrinted bySetup as printed
GPQA Diamond84.3%Google, Gemma 4 model cardchecked 2026-10-15; printed on 2 more pages-
HMMT February 202588.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
IMO-AnswerBench74.5%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
AIME 202689.2%Google, Gemma 4 model cardchecked 2026-10-15; printed on 2 more pagesTools: none
HMMT November 202587.5%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
HMMT February 202677.2%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-

Long Context

TestValuePrinted bySetup as printed
MRCR v2 8-needle 128K66.4%Google, Gemma 4 model cardchecked 2026-10-15Context: 128k (average)

Multimodal Understanding

TestValuePrinted bySetup as printed
CharXiv Reasoning (no tools)67.9%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
MMMU-Pro76.9%Google, Gemma 4 model cardchecked 2026-10-15; printed on 2 more pages-
MMMU (validation)80.4%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
MathVision85.6%Google, Gemma 4 model cardchecked 2026-10-15-
MathVista (testmini)79.3%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
AI2D (test)89%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
OmniDocBench 1.580.1%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
Video-MMMU81.6%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
OCRBench86.1%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
HallusionBench67.4%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
MMStar77.3%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
ERQA57.5%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
SimpleVQA52.9%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
RealWorldQA72.3%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
CC-OCR75.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
MMBench-EN dev v1.190.9%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
CountBench96.1%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
DynaMath79.5%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
ZeroBench (subquestions)26%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
RefSpatial-Bench4.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
OmniDocBench 1.5 (overall edit distance)lower is better0.131Google, Gemma 4 model cardchecked 2026-10-15-
VLMs are Blind87.2%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-

General Knowledge and Reasoning

TestValuePrinted bySetup as printed
Humanity's Last Exam (no tools)19.5%Google, Gemma 4 model cardchecked 2026-10-15; printed on 2 more pagesTools: none
MMLU-Pro85.2%Google, Gemma 4 model cardchecked 2026-10-15; printed on 2 more pages-
Humanity's Last Exam (with tools)26.5%Google, Gemma 4 model cardchecked 2026-10-15Tools: search
MMLU-Redux93.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
C-Eval82.6%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
SuperGPQA65.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
BIG-Bench Extra Hard74.4%Google, Gemma 4 model cardchecked 2026-10-15-

Code Generation

TestValuePrinted bySetup as printed
LiveCodeBench v680%Google, Gemma 4 model cardchecked 2026-10-15; printed on 2 more pages-
Codeforces rating2150Google, Gemma 4 model cardchecked 2026-10-15-
QwenWebBench rating1197Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-

Tool Use and Workflows

TestValuePrinted bySetup as printed
Toolathlon21.2%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
MCP Atlas (public set)57.2%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
MCPMark18.1%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
Claw-Eval pass^325%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
DeepPlanning24%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
VitaBench43%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
τ³-bench (domain not stated)67.5%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
SkillsBench23.6Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: OpenCode
τ²-bench (average of 3 domains)76.9%Google, Gemma 4 model cardchecked 2026-10-15-
Claw-Eval average score48.5Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
QwenClawBench41.7Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageContext: 256000

Web Search and Research

TestValuePrinted bySetup as printed
WideSearch (metric not stated)35.2Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-

Multilingual

TestValuePrinted bySetup as printed
MMMLU88.4%Google, Gemma 4 model cardchecked 2026-10-15-

Healthcare

TestValuePrinted bySetup as printed
MedXpertQA MM61.3%Google, Gemma 4 model cardchecked 2026-10-15-

More from Google

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.