10 Recent Advancements in Math Reasoning
text
10 Recent Advancements in Math Reasoning
new_line
new_line
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?
text
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?
new_line
new_line
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.
text
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.
new_line
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.
text
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.
new_line
new_line
So here’s a list of 10 recent advancements in math reasoning of AI models: 
text
So here’s a list of 10 recent advancements in math reasoning of AI models: 
new_line
new_line
1. NVIDIA: 
text
1. NVIDIA: 
AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward
  Modeling (2412.15084)
https://huggingface.co/papers/2412.15084
2412.15084
paper
resource
https://huggingface.co/papers/2412.15084
new_line
new_line
2. Qwen, Alibaba: Qwen2.5-Math-PRM 
text
2. Qwen, Alibaba: Qwen2.5-Math-PRM 
The Lessons of Developing Process Reward Models in Mathematical
  Reasoning (2501.07301)
https://huggingface.co/papers/2501.07301
2501.07301
paper
resource
https://huggingface.co/papers/2501.07301
 and PROCESSBENCH evaluation 
text
 and PROCESSBENCH evaluation 
ProcessBench: Identifying Process Errors in Mathematical Reasoning (2412.06559)
https://huggingface.co/papers/2412.06559
2412.06559
paper
resource
https://huggingface.co/papers/2412.06559
new_line
new_line
3. Microsoft Research: 
text
3. Microsoft Research: 
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep
  Thinking (2501.04519)
https://huggingface.co/papers/2501.04519
2501.04519
paper
resource
https://huggingface.co/papers/2501.04519
new_line
new_line
4. 
text
4. 
BoostStep: Boosting mathematical capability of Large Language Models via
  improved single-step reasoning (2501.03226)
https://huggingface.co/papers/2501.03226
2501.03226
paper
resource
https://huggingface.co/papers/2501.03226
new_line
new_line
5. 
text
5. 
URSA: Understanding and Verifying Chain-of-thought Reasoning in
  Multimodal Mathematics (2501.04686)
https://huggingface.co/papers/2501.04686
2501.04686
paper
resource
https://huggingface.co/papers/2501.04686
new_line
new_line
6. 
text
6. 
U-MATH: A University-Level Benchmark for Evaluating Mathematical Skills
  in LLMs (2412.03205)
https://huggingface.co/papers/2412.03205
2412.03205
paper
resource
https://huggingface.co/papers/2412.03205
new_line
new_line
7. 
text
7. 
Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding
  in MLLMs (2501.06430)
https://huggingface.co/papers/2501.06430
2501.06430
paper
resource
https://huggingface.co/papers/2501.06430
new_line
new_line
8. 
text
8. 
End-to-End Bangla AI for Solving Math Olympiad Problem Benchmark:
  Leveraging Large Language Model Using Integrated Approach (2501.04425)
https://huggingface.co/papers/2501.04425
2501.04425
paper
resource
https://huggingface.co/papers/2501.04425
new_line
new_line
9. 
text
9. 
Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization
  Degradation for Mathematical Reasoning (2501.03035)
https://huggingface.co/papers/2501.03035
2501.03035
paper
resource
https://huggingface.co/papers/2501.03035
new_line
new_line
10.  
text
10.  
System-2 Mathematical Reasoning via Enriched Instruction Tuning (2412.16964)
https://huggingface.co/papers/2412.16964
2412.16964
paper
resource
https://huggingface.co/papers/2412.16964
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
👀
John6666 nicolay-r meigel Kseniase
👍
nicolay-r jena-shreyas