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LLM agents can identify reproducibility problems in 90% of analyzed machine learning papers, leveraging GitHub issues as a novel supervision source.
Forget manual curation鈥攁ligning policy gradients with a validation set adaptively selects RL training data, leading to more stable LLM training and improved performance.
Ditching pre-recorded enrollment speech, this work shows how wake words can bootstrap target speech extraction, paving the way for more natural human-machine dialogues.
