LLM Comparison

Hy4 Preview vs Gemini 3.1 Pro: benchmark scores, pricing & comparison.

Side-by-side Hy4 Preview vs Gemini 3.1 Pro comparison across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, context window, and AskClash RWT. Green marks the winner on each benchmark.

Open live leaderboardHy4 Preview model pageGemini 3.1 Pro model page
Rank #18 vs #30AskClash overall scores 58.2 vs 37.3.
Pricing $0.83/$2.50 vs $2.00/$12.0Input and output token prices per 1M tokens when published.
Open Weight vs ProprietaryTencent vs Google.

Hy4 Preview vs Gemini 3.1 Pro benchmark comparison

Green cells highlight the winning model for each metric. Scores are cached from the AskClash LLM leaderboard snapshot.

MetricHy4 PreviewGemini 3.1 Pro
Overall Score58.237.3
Leaderboard Rank#18#30
RWT8.5—
Coding Agent Index—32.9
HLE43.451.4
GPQA92.394.3
SWE-bench—80.6
SWE-Pro65.754.2
Terminal-Bench85.468.5
DeepSWE64.311.7
GDPval-AA1678.01317.0
MCP Atlas83.769.2
Finance Agent—43.0
CharXiv—80.2
MMMU-Pro—83.9
ARC-AGI 2—77.1
Tau2—99.3
MRCR—84.9
Input Price (per 1M tokens)$0.83$2.00
Output Price (per 1M tokens)$2.50$12.0
Context Window1M1M
Benchmarks Published716

Hy4 Preview vs Gemini 3.1 Pro head-to-head charts

Hy4 Preview leads 6 and Gemini 3.1 Pro leads 2 of 8 shared benchmarks. Hy4 Preview is cheaper on a defined 1M-input / 200K-output workload. Charts show only benchmarks both models publish.

Hy4 PreviewGemini 3.1 Pro
Overall
58.2Hy4 Preview
37.3Gemini 3.1 Pro
HLE
43.4Hy4 Preview
51.4Gemini 3.1 Pro
GPQA
92.3Hy4 Preview
94.3Gemini 3.1 Pro
SWE-Pro
65.7Hy4 Preview
54.2Gemini 3.1 Pro
Terminal-Bench
85.4Hy4 Preview
68.5Gemini 3.1 Pro
DeepSWE
64.3Hy4 Preview
11.7Gemini 3.1 Pro
GDPval-AA
1678.0Hy4 Preview
1317.0Gemini 3.1 Pro
MCP Atlas
83.7Hy4 Preview
69.2Gemini 3.1 Pro
Hy4 Preview
Input$0.83
Output$2.50
Workload$1.33
Context1M
Gemini 3.1 Pro
Input$2.00
Output$12.0
Workload$4.40
Context1M

Workload = published cost of 1M input + 200K output tokens. Open the live leaderboard for interactive compare charts.

More Hy4 Preview and Gemini 3.1 Pro comparisons

Explore how Hy4 Preview and Gemini 3.1 Pro stack up against other top-ranked LLMs.

Claude Opus 5 vs Hy4 PreviewClaude Opus 5 vs Gemini 3.1 ProClaude Fable 5 vs Hy4 PreviewClaude Fable 5 vs Gemini 3.1 ProGLM-5.3 vs Hy4 PreviewGLM-5.3 vs Gemini 3.1 ProGrok 4.6 vs Hy4 PreviewGrok 4.6 vs Gemini 3.1 ProGPT-5.6 Sol vs Hy4 PreviewGPT-5.6 Sol vs Gemini 3.1 Pro

How to read this comparison

Benchmark scores

Higher is better for all benchmark scores (SWE-bench, GPQA, HLE, Terminal-Bench, etc.). Green marks the model with the higher score.

Token pricing

Lower is better for input and output prices. Green marks the cheaper model per 1M tokens.

Coverage matters

Models with fewer disclosed benchmark cells may have inflated percentile scores. Check the benchmark cell count for context.

This comparison page is generated from the AskClash LLM leaderboard cache. Open the live leaderboard for real-time scores and interactive filtering.