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Benchmark snapshot

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4 models selected. 0 benchmarks in common.

Reported scores; test settings may differ.

Reported benchmark results for GPT-5.1, Qwen3-4B (Thinking) Thinking, 3 235B A22B non-thinking-2507, Kimi K2 0711 Preview
Benchmark
OpenAI
Qwen
Qwen
Moonshot
Arena ELOHuman preference1,456Not in our dataset1,4221,418
LiveBench 1.0General reasoningNot in our dataset63.6%Not in our dataset76.4%
GPQA DiamondScientific knowledgeNot in our dataset55.9%Not in our dataset75.1%
HLEAcademic reasoning6.8%Not in our datasetNot in our datasetNot in our dataset
MMLU ProMulti-task understandingNot in our dataset74.0%Not in our dataset81.1%
SimpleBenchCommonsense reasoning53.2%Not in our datasetNot in our dataset26.3%
AIME 2025MathematicsNot in our dataset65.6%Not in our dataset49.5%
GSOGraduate science13.7%Not in our datasetNot in our dataset4.9%
AiderCode editingNot in our datasetNot in our datasetNot in our dataset60.0%
SWE-Bench VerifiedAgentic codingNot in our datasetNot in our datasetNot in our dataset65.8%
LiveCodeBenchCompetitive codingNot in our dataset54.2%Not in our datasetNot in our dataset
Tau-BenchAgentic tool useNot in our datasetNot in our datasetNot in our dataset70.6%
Terminal-BenchAgentic terminal47.6%Not in our datasetNot in our datasetNot in our dataset
ARC-AGI-2Visual reasoning0.4%Not in our dataset1.3%Not in our dataset
Pricing & context Published USD rates per 1M tokens
SpecificationGPT-5.1Qwen3-4B (Thinking) Thinking3 235B A22B non-thinking-2507Kimi K2 0711 Preview
Input$1.25$0$0.14$0.57
Output$10$0$0.8$2.3
Context window400K41K262K131K
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.