Decision support

Gemini 4 Hydrogen vs Qwen3.8 Max (0902)

Compare canonical objects directly. The useful dimensions change with the object type, so model and hardware comparisons stay separate.

Models Hardware

Gemini 4 Hydrogen

Google DeepMind

Sources:models.devOpenRouter

Qwen3.8 Max (0902)

Qwen

Sources:models.devOpenRouter

Benchmark results

Arena WebDev
Arena rating · Higher is better
- Gemini 4 Hydrogen
  Not reported
- Qwen3.8 Max (0902)
  1676
  Arena #14CI 1670 to 1682
Runs and sources
Gemini 4 Hydrogen
Not reported
Qwen3.8 Max (0902)
default167695% CI 1670 to 1682 · 21,951 votes
Source:Arena WebDev leaderboard, 2026-11-10
FrontierMath-Tier-4-v2-Private
Best published score · Higher is better
- Gemini 4 Hydrogen
  Not reported
- Qwen3.8 Max (0902)
  34.1%
  #30 of 72
Runs and sources
Gemini 4 Hydrogen
Not reported
Qwen3.8 Max (0902)
xhigh34.1%
Source:Epoch AI evaluation
FrontierMath-Tiers-1-3-v2-Private
Best published score · Higher is better
- Gemini 4 Hydrogen
  Not reported
- Qwen3.8 Max (0902)
  65.6%
  #36 of 87
Runs and sources
Gemini 4 Hydrogen
Not reported
Qwen3.8 Max (0902)
xhigh65.6%
Source:Epoch AI evaluation
GPQA diamond
Best published score · Higher is better
- Gemini 4 Hydrogen
  Not reported
- Qwen3.8 Max (0902)
  92.3%
  #26 of 161
Runs and sources
Gemini 4 Hydrogen
Not reported
Qwen3.8 Max (0902)
xhigh92.3%
Source:Epoch AI evaluation
OTIS Mock AIME 2024-2025
Best published score · Higher is better
- Gemini 4 Hydrogen
  Not reported
- Qwen3.8 Max (0902)
  100.0%
  #1 of 158
Runs and sources
Gemini 4 Hydrogen
Not reported
Qwen3.8 Max (0902)
xhigh100.0%
Source:Epoch AI evaluation
SimpleQA Verified
Best published score · Higher is better
- Gemini 4 Hydrogen
  Not reported
- Qwen3.8 Max (0902)
  47.3%
  #36 of 87
Runs and sources
Gemini 4 Hydrogen
Not reported
Qwen3.8 Max (0902)
xhigh47.3%
Source:Epoch AI evaluation

Each model's best published result is shown; "Not reported" means no matched evaluation, not a score of zero. Arena and DeepSWE ranks are the leaderboards' own; other ranks are among catalogue models with a score. Results from different harnesses or settings are not directly comparable.

Benchmark compilation: Epoch AI, Capabilities & benchmarking (CC BY attribution). Scores are converted to percentages and model names matched to the Vertical Tabs catalog. Individual evaluations are credited to their original sources. External results may carry separate licences and evaluation configurations; do not interpret scores from different harnesses as directly comparable.

Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.

Model specifications

Release date

November 12, 2026

September 2, 2026

Context window

Native context

—

Max output tokens

943,718

131,072

Knowledge cutoff

2026-03

—

Open weights

Closed

Parameter count

—

API pricing · USD per 1M tokens

Input

$1.50

$2.00

Output

$7.50

$6.00

Cached input

$0.075

$0.25

Cache write

$0.0833

—

Capabilities and modalities

Input modalities

audio, file, image, text, video

text, image, video

Output modalities

text

Tool calling

Supported

Reasoning option

Supported

Supported options

include_reasoning, max_tokens, reasoning, reasoning_effort, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_p

frequency_penalty, include_reasoning, logprobs, max_tokens, presence_penalty, reasoning, reasoning_effort, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p

Capabilities

—

Architecture and availability

Architecture

—

Model families

—

Tokenizer

Gemini

Qwen

Instruction format

—

License

—

Providers

Provider endpoints

Ollama variants

Metadata source

ai-research

A dash means the field is not reported. Provider-specific performance and pricing may differ.

Benchmark results

Arena WebDev

FrontierMath-Tier-4-v2-Private

FrontierMath-Tiers-1-3-v2-Private

GPQA diamond

OTIS Mock AIME 2024-2025

SimpleQA Verified

Model specifications

API pricing · USD per 1M tokens

Capabilities and modalities

Architecture and availability