| --- |
| license: apache-2.0 |
| library_name: transformers |
| --- |
| # Zephyr-Summarizer-3B |
| <!-- markdownlint-disable first-line-h1 --> |
| <!-- markdownlint-disable html --> |
| <!-- markdownlint-disable no-duplicate-header --> |
|
|
| <div align="center"> |
| <img src="figures/fig1.png" width="60%" alt="Zephyr-Summarizer-3B" /> |
| </div> |
| <hr> |
|
|
| <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> |
| |
| ## 1. Introduction |
|
|
| Zephyr-Summarizer-3B produces faithful, abstractive summaries across documents, dialogues and transcripts. |
|
|
| <p align="center"> |
| <img width="80%" src="figures/fig3.png"> |
| </p> |
|
|
| ## 2. Evaluation Results |
|
|
| ### Comprehensive Benchmark Results |
|
|
| <div align="center"> |
|
|
| | | Benchmark | BriefLM | Zephyr-1B | Condenser | Zephyr-Summarizer-3B | |
| |---|---|---|---|---|---| |
| | **Core Reasoning Tasks** | Math Reasoning | 0.613 | 0.638 | 0.643 | 0.660 | |
| | | Logical Reasoning | 0.808 | 0.827 | 0.819 | 0.850 | |
| | | Common Sense | 0.770 | 0.774 | 0.744 | 0.796 | |
| | **Language Understanding** | Reading Comprehension | 0.736 | 0.770 | 0.744 | 0.776 | |
| | | Question Answering | 0.604 | 0.639 | 0.632 | 0.664 | |
| | | Text Classification | 0.806 | 0.797 | 0.793 | 0.850 | |
| | | Sentiment Analysis | 0.774 | 0.792 | 0.809 | 0.825 | |
| | **Generation Tasks** | Code Generation | 0.706 | 0.726 | 0.744 | 0.752 | |
| | | Creative Writing | 0.699 | 0.703 | 0.677 | 0.726 | |
| | | Dialogue Generation | 0.676 | 0.690 | 0.671 | 0.720 | |
| | | Summarization | 0.762 | 0.794 | 0.796 | 0.814 | |
| | **Specialized Capabilities** | Translation | 0.798 | 0.803 | 0.797 | 0.831 | |
| | | Knowledge Retrieval | 0.695 | 0.699 | 0.673 | 0.732 | |
| | | Instruction Following | 0.792 | 0.803 | 0.771 | 0.808 | |
| | | Safety Evaluation | 0.777 | 0.777 | 0.751 | 0.790 | |
|
|
| </div> |
|
|
| ### Overall Performance Summary |
| The Zephyr-Summarizer-3B demonstrates strong performance across all evaluated benchmark categories, with particularly notable results in reasoning and generation tasks. |
|
|
| ## 3. Chat Website & API Platform |
| We offer a chat interface and API for you to interact with Zephyr-Summarizer-3B. Please check our official website for more details. |
|
|
| ## 4. How to Run Locally |
|
|
| Please refer to our code repository for more information about running Zephyr-Summarizer-3B locally. |
|
|
| ### Temperature |
| We recommend setting the temperature parameter to 0.6. |
|
|
| ## 5. License |
| This repository is released under the apache-2.0 license. The model supports commercial use. |
|
|
| ## 6. Contact |
| If you have any questions, please contact us at info@zephyr.works. |
|
|
