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Benchmark snapshot

1 benchmarks in common.

4 models selected. 1 benchmarks in common.

Reported scores; test settings may differ.

Reported benchmark results for 3.5 4B Thinking, V4 Flash, Gemini 3.1 Flash Lite Latest, Claude Opus 4 4.0 Non-thinking
Benchmark
Qwen
DeepSeek
Google
Anthropic
Arena ELOHuman preferenceNot in our dataset1,4361,4331,414
LiveBench 1.0General reasoningNot in our dataset74.2%Not in our dataset74.6%
GPQA DiamondScientific knowledge76.2%71.2%86.9%74.9%
HLEAcademic reasoningNot in our dataset8.1%16.0%6.7%
MMLU ProMulti-task understanding79.1%83.0%Not in our dataset86.6%
SimpleBenchCommonsense reasoningNot in our dataset61.1%Not in our dataset58.8%
AIME 2025MathematicsNot in our datasetNot in our datasetNot in our dataset33.9%
AiderCode editingNot in our datasetNot in our datasetNot in our dataset70.7%
SWE-Bench VerifiedAgentic codingNot in our dataset73.7%Not in our dataset72.5%
LiveCodeBenchCompetitive codingNot in our dataset55.2%72.0%46.9%
Tau-BenchAgentic tool useNot in our datasetNot in our datasetNot in our dataset81.8%
ARC-AGI-2Visual reasoningNot in our dataset2.1%Not in our dataset1.3%
Pricing & context Published USD rates per 1M tokens
Specification3.5 4B ThinkingV4 FlashGemini 3.1 Flash Lite LatestClaude Opus 4 4.0 Non-thinking
InputNot available$0.091$0.25$15
OutputNot available$0.182$1.5$75
Context windowNot available1.0MNot available200K
Pricing detailsExplore pricing →Explore pricing →Explore pricing →Explore pricing →
How to read this comparison

Each column keeps the exact model version you selected. Shared benchmarks are the intersection of their reported results; “all coverage” also shows where evidence is missing. Missing results never count as zero.

These are published benchmark scores, not a controlled head-to-head test. The available evidence does not establish matching evaluation settings, so we show no cross-model winner highlights or deltas. Composite quality scores are omitted because they can summarize different benchmark sets.

Scores and statistics are computed upstream. This page reads a fixed data snapshot; its date describes the snapshot, not the date of every measurement.