DeepSeek-R1 demonstrates strong performance across various benchmarks, including the SWE Verified and Codeforces benchmarks. Here's a detailed comparison of its performance on these two benchmarks:
SWE Verified Benchmark
- Performance: DeepSeek-R1 achieved a score of 49.2% on the SWE Verified benchmark, which evaluates reasoning in software engineering tasks. This score is slightly ahead of OpenAI o1-1217's 48.9% but slightly behind Claude-3.5-Sonnet-1022's 50.8%[2][3].- Task Focus: The SWE Verified benchmark focuses on tasks related to software verification, requiring the model to demonstrate its ability to reason about software engineering concepts.
Codeforces Benchmark
- Performance: On the Codeforces benchmark, DeepSeek-R1 achieved a percentile ranking of 96.3 and an Elo rating of 2029. This places it in the top percentile of participants, though it is slightly behind OpenAI o1-1217, which scored a percentile of 96.6 and an Elo rating of 2061[2][3].- Task Focus: The Codeforces benchmark assesses a model's coding and algorithmic reasoning capabilities by comparing its performance against human participants in competitive coding challenges.
In summary, while DeepSeek-R1 performs competitively on both benchmarks, it shows a stronger relative performance on the Codeforces benchmark, where it ranks very high among participants. However, on the SWE Verified benchmark, its performance is also strong but slightly less competitive compared to some other models like Claude-3.5-Sonnet-1022. Overall, DeepSeek-R1 demonstrates robust capabilities in both coding and software verification tasks.
Citations:
[1] https://www.prompthub.us/blog/deepseek-r-1-model-overview-and-how-it-ranks-against-openais-o1
[2] https://www.datacamp.com/blog/deepseek-r1
[3] https://blog.getbind.co/2025/01/23/deepseek-r1-vs-gpt-o1-vs-claude-3-5-sonnet-which-is-best-for-coding/
[4] https://techcrunch.com/2025/01/27/deepseek-claims-its-reasoning-model-beats-openais-o1-on-certain-benchmarks/
[5] https://forum.effectivealtruism.org/posts/d3iFbMyu5gte8xriz/is-deepseek-r1-already-better-than-o3-when-inference-costs
[6] https://blog.promptlayer.com/openai-o3-vs-deepseek-r1-an-analysis-of-reasoning-models/
[7] https://huggingface.co/deepseek-ai/DeepSeek-R1
[8] https://arxiv.org/html/2501.12948v1