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| license: mit |
| library_name: transformers |
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| # Titan-Math-Pro |
| <!-- markdownlint-disable first-line-h1 --> |
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| <div align="center"> |
| <img src="figures/fig1.png" width="60%" alt="Titan-Math-Pro" /> |
| </div> |
| <hr> |
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| <div align="center" style="line-height: 1;"> |
| <a href="LICENSE" style="margin: 2px;"> |
| <img alt="License" src="figures/fig2.png" style="display: inline-block; vertical-align: middle;"/> |
| </a> |
| </div> |
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| ## 1. Introduction |
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| Titan-Math-Pro is a mathematics-first model trained on verified proofs and competition problems with process supervision. |
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| ## 2. Evaluation Results |
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| ### Comprehensive Benchmark Results |
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| <div align="center"> |
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| | | Benchmark | NumeriX | Titan-base | ProofNet | Titan-Math-Pro | |
| |---|---|---|---|---|---| |
| | **Core Reasoning Tasks** | Math Reasoning | 0.589 | 0.595 | 0.577 | 0.633 | |
| | | Logical Reasoning | 0.816 | 0.818 | 0.793 | 0.850 | |
| | | Common Sense | 0.749 | 0.735 | 0.776 | 0.783 | |
| | **Language Understanding** | Reading Comprehension | 0.707 | 0.731 | 0.743 | 0.760 | |
| | | Question Answering | 0.595 | 0.595 | 0.642 | 0.649 | |
| | | Text Classification | 0.815 | 0.817 | 0.831 | 0.849 | |
| | | Sentiment Analysis | 0.779 | 0.780 | 0.765 | 0.818 | |
| | **Generation Tasks** | Code Generation | 0.703 | 0.682 | 0.702 | 0.730 | |
| | | Creative Writing | 0.693 | 0.670 | 0.658 | 0.700 | |
| | | Dialogue Generation | 0.683 | 0.677 | 0.656 | 0.702 | |
| | | Summarization | 0.793 | 0.765 | 0.771 | 0.805 | |
| | **Specialized Capabilities** | Translation | 0.802 | 0.815 | 0.814 | 0.826 | |
| | | Knowledge Retrieval | 0.667 | 0.672 | 0.687 | 0.718 | |
| | | Instruction Following | 0.756 | 0.750 | 0.741 | 0.798 | |
| | | Safety Evaluation | 0.762 | 0.739 | 0.734 | 0.779 | |
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| </div> |
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| ### Overall Performance Summary |
| The Titan-Math-Pro demonstrates strong performance across all evaluated benchmark categories, with particularly notable results in reasoning and generation tasks. |
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| ## 3. Chat Website & API Platform |
| We offer a chat interface and API for you to interact with Titan-Math-Pro. Please check our official website for more details. |
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| ## 4. How to Run Locally |
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| Please refer to our code repository for more information about running Titan-Math-Pro locally. |
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| ### Temperature |
| We recommend setting the temperature parameter to 0.6. |
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| ## 5. License |
| This repository is released under the mit license. The model supports commercial use. |
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| ## 6. Contact |
| If you have any questions, please contact us at math@titan-compute.com. |
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