| Model Type | | text generation, decoder-only, large language model |
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| Use Cases |
| Areas: | | Content Creation, Communication, Research, Education |
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| Applications: | | Text Generation, Chatbots and Conversational AI, Text Summarization, NLP Research, Language Learning Tools |
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| Primary Use Cases: | | Content creation, research, and education. |
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| Limitations: | | Bias and Fairness, Misinformation and Misuse, Transparency and Accountability, Privacy violations |
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| Considerations: | | Perform continuous monitoring and implement appropriate content safety safeguards. |
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| Supported Languages | |
| Training Details |
| Data Sources: | | Web Documents, Code, Mathematics |
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| Safety Evaluation |
| Methodologies: | | Text-to-Text Content Safety, Text-to-Text Representational Harms Benchmark, Memorization |
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| Findings: | | Acceptable thresholds for categories like child safety, content safety, representational harms, memorization, large-scale harms |
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| Risk Categories: | | child safety, content safety, representational harms, memorization, large-scale harms |
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| Ethical Considerations: | | Within acceptable thresholds for internal policies |
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| Responsible Ai Considerations |
| Fairness: | | Careful scrutiny, input data pre-processing and posterior evaluations. |
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| Transparency: | | This model card summarizes model details. |
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| Accountability: | |
| Mitigation Strategies: | | Encouraged monitoring and exploration of de-biasing techniques. |
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| Input Output |
| Input Format: | | Text string such as a question, prompt, or document to be summarized. |
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| Accepted Modalities: | |
| Output Format: | | Generated English-language text. |
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| Release Notes |
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| Notes: | | An update over the original instruction-tuned Gemma release, trained using a novel RLHF method with improvements in quality, coding capabilities, factuality, instruction following, and multi-turn conversation quality. |
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