Unverified50% confidenceTradeoffExact time
The method is training-free, low-cost, and diagnosable, and can be plug-and-play with any open-source LLM, but is strongly model-dependent and will fail on models such as DeepSeek.
1
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50%
Confidence
Long-term
Relevance
9/18/2026
First Seen
Sources
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Related Claims
UnverifiedThe concurrency limits of free models are very low; it is recommended to use DeepSeek or lower-tier commercial models on OpenRouter for testing to control costs.79% similarUnverifiedDeepSeek achieved mathematical and coding capabilities close to top closed-source models at extremely low training cost, and its R1 model attracted global attention upon release.76% similarVerifiedDeepSeek was incubated by quantitative private equity giant High-Flyer, and its R1 series models achieve reasoning capabilities close to GPT-4 level at extremely low training costs.73% similarUnverifiedUpon its release, DeepSeek-R1 matched OpenAI o1 on multiple reasoning benchmarks at a training cost far below that of comparable closed-source models.72% similarUnverifiedDeepSeek open-sourced its trained model weights, training data recipe, and technical report.72% similar
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