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    AI Glossary

    What is LiveCodeBench?

    Overview

    LiveCodeBench is a coding benchmark built from recent programming tasks to evaluate code generation and problem solving. It matters because using newer tasks helps reduce benchmark contamination, making it harder for models to succeed by memorizing older public examples.

    Why it matters

    LiveCodeBench is useful for tracking whether coding models improve on fresh problems, not just familiar benchmark sets.

    Where it appears in AI research

    • Code generation evaluations
    • AI coding model releases
    • Contamination-resistant benchmarks
    • Developer tool comparisons

    Related terms

    SWE-BenchFunction CallingTool Use

    Related DeepSignal articles

    arXiv cs.AI
    arXiv cs.AI·Ye Liu, Srijan Bansal, Bo Pang, Yang Li, Zeyu Leo Liu, Yifei Ming, Zixuan Ke, Shafiq Joty, Semih Yavuz
    2w ago
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    Procedural Memory Distillation: Online Reflection for Self-Improving Language Models

    AI Summary

    Procedural Memory Distillation (PMD) enhances reinforcement learning by converting cross-episode signals into reusable memory, improving Qwen3-8B and OLMo3-Instruct-7B models by 3.8-5.5% on SCIKNOWEVAL and 7.9-13.6% on . The co-evolution of policy and memory allows for more effective self-supervision, demonstrating significant performance gains when both components are active.

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