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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 Kimi K2 0711 Preview, 3 235B A22B non-thinking-2507, Qwen3-4B (Thinking) Thinking, GPT-5.1
Benchmark
Moonshot
Qwen
Qwen
OpenAI
Arena ELOHuman preference1,4181,422Not in our dataset1,456
LiveBench 1.0General reasoning76.4%Not in our dataset63.6%Not in our dataset
GPQA DiamondScientific knowledge75.1%Not in our dataset55.9%Not in our dataset
HLEAcademic reasoningNot in our datasetNot in our datasetNot in our dataset6.8%
MMLU ProMulti-task understanding81.1%Not in our dataset74.0%Not in our dataset
SimpleBenchCommonsense reasoning26.3%Not in our datasetNot in our dataset53.2%
AIME 2025Mathematics49.5%Not in our dataset65.6%Not in our dataset
GSOGraduate science4.9%Not in our datasetNot in our dataset13.7%
AiderCode editing60.0%Not in our datasetNot in our datasetNot in our dataset
SWE-Bench VerifiedAgentic coding65.8%Not in our datasetNot in our datasetNot in our dataset
LiveCodeBenchCompetitive codingNot in our datasetNot in our dataset54.2%Not in our dataset
Tau-BenchAgentic tool use70.6%Not in our datasetNot in our datasetNot in our dataset
Terminal-BenchAgentic terminalNot in our datasetNot in our datasetNot in our dataset47.6%
ARC-AGI-2Visual reasoningNot in our dataset1.3%Not in our dataset0.4%
Pricing & context Published USD rates per 1M tokens
SpecificationKimi K2 0711 Preview3 235B A22B non-thinking-2507Qwen3-4B (Thinking) ThinkingGPT-5.1
Input$0.57$0.14$0$1.25
Output$2.3$0.8$0$10
Context window131K262K41K400K
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.