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Shreyas Jena

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reacted to Kseniase's post with 👍 14 days ago

10 Recent Advancements in Math Reasoning Over the last few weeks, we have witnessed a surge in AI models' math reasoning capabilities. Top companies like Microsoft, NVIDIA, and Alibaba Qwen have already joined this race to make models "smarter" in mathematics. But why is this shift happening now? Complex math calculations require advanced multi-step reasoning, making mathematics an ideal domain for demonstrating a model's strong "thinking" capabilities. Additionally, as AI continues to evolve and is applied in math-intensive fields such as machine learning and quantum computing (which is predicted to see significant growth in 2025), it must meet the demands of complex reasoning. Moreover, AI models can be integrated with external tools like symbolic solvers or computational engines to tackle large-scale math problems, which also needs high-quality math reasoning. So here’s a list of 10 recent advancements in math reasoning of AI models: 1. NVIDIA: https://huggingface.co/papers/2412.15084 2. Qwen, Alibaba: Qwen2.5-Math-PRM https://huggingface.co/papers/2501.07301 and PROCESSBENCH evaluation https://huggingface.co/papers/2412.06559 3. Microsoft Research: https://huggingface.co/papers/2501.04519 4. https://huggingface.co/papers/2501.03226 5. https://huggingface.co/papers/2501.04686 6. https://huggingface.co/papers/2412.03205 7. https://huggingface.co/papers/2501.06430 8. https://huggingface.co/papers/2501.04425 9. https://huggingface.co/papers/2501.03035 10. https://huggingface.co/papers/2412.16964

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New activity in internlm/internlm-xcomposer2-vl-7b 8 months ago

got torch.distributed.elastic.multiprocessing.errors.ChildFailedError

#9 opened 10 months ago by