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  • How Do Olympiad Medalists Judge LLMs in Competitive . . .
    A new benchmark assembled by a team of International Olympiad medalists suggests the hype about large language models beating elite human coders is premature LiveCodeBench Pro, unveiled in a 584-problem study [PDF] drawn from Codeforces, ICPC and IOI contests, shows the best frontier model clears j
  • [2404. 10952] Can Language Models Solve Olympiad Programming?
    Computing olympiads contain some of the most challenging problems for humans, requiring complex algorithmic reasoning, puzzle solving, in addition to generating efficient code However, it has been understudied as a domain to evaluate language models (LMs) In this paper, we introduce the USACO benchmark with 307 problems from the USA Computing Olympiad, along with high-quality unit tests
  • LiveCodeBench Pro: How Do Olympiad Medalists Judge LLMs in . . .
    Recent reports claim that large language models (LLMs) now outperform elite humans in competitive programming Drawing on knowledge from a group of medalists in international algorithmic contests, we revisit this claim, examining how LLMs differ from human experts and where limitations still remain
  • USACO: Can Language Models Solve Olympiad Programming?
    In this paper, we introduce the USACO benchmark with 307 problems from the USA Computing Olympiad, along with high-quality unit tests, reference code, and official analyses for each problem These resources enable us to construct and test a range of LM inference methods for competitive programming for the first time
  • Can Language Models Solve Olympiad Programming? - OpenReview
    Olympiad programming is one of the hardest reasoning challenges for humans, yet it has been understudied as a domain to benchmark language models (LMs) In this paper, we introduce the USACO benchmark with 307 problems from USA Computing Olympiad contests, along with high-quality unit tests, reference code, and official analysis for each problem
  • Guiding LLMs in Competitive Programming | Ben (Quan) Shi
    Introduction Hi there! My name is Ben, and I’m an author on the paper “Can Language Models Solve Olympiad Programming,” where we explored language model performance on competitive programming questions from the USA Computing Olympiad (USACO)
  • OpenAI’s o3 Model: Redefining the Boundaries of Competitive . . .
    The 2024 International Olympiad in Informatics (IOI) witnessed a watershed moment in AI history when OpenAI’s o3 model not only competed against elite human programmers but secured a gold medal…





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