evalplus

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Hands-on Qwen3-1.7B code post-training lab: SFT, LoRA, DPO, PPO, GRPO, and reproducible EvalPlus benchmarks.

pytorch code-generation lora learning-project ppo sft dpo grpo qwen3 llm-post-training evalplus

Compute-efficient QLoRA specialization of Qwen3-4B for Python, with executable EvalPlus evidence and reproducible local training.

python reproducible-research code-generation mlx humaneval llm qlora evalplus

Cluster-Aware Sequential Refinement (CASR) for test-free multi-model code generation and model-pool selection.

Executable-code evaluation and verifier-guided inference, with reproducible benchmarks and separate model-weight retention audits.

code-generation reproducibility verifier post-training l20 qwen llm-evaluation coding-agents rlvr livecodebench evalplus

Research code and artifacts for How LLMs Fail in Code Generation: a cross-benchmark, fine-grained error taxonomy (SDDT 2026).

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