Gemma 7B It is an open-source language model by google. Features: 7b LLM, VRAM: 17.1GB, Context: 8K, License: gemma, Quantized, HF Score: 53.6, LLM Explorer Score: 0.4, ELO: 1052, Arc: 51.5, HellaSwag: 72, MMLU: 53.5, TruthfulQA: 47.3, WinoGrande: 68, GSM8K: 29.2.
Gemma 7B It Benchmarks
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Gemma 7B It Parameters and Internals
Model Type Text-to-text, Decoder-only large language models
Use Cases
Areas: Content Creation, Research, Education
Applications: Text Generation, Chatbots, Text Summarization
Limitations: Training data limitations, Context and task complexity, Language ambiguity, Factual accuracy issues
Considerations: Guidelines provided for responsible use.
Supported Languages
Training Details
Data Sources: Web Documents, Code, Mathematics
Data Volume:
Hardware Used:
Safety Evaluation
Methodologies: Structured evaluations, Internal red-teaming
Findings: Acceptable thresholds for internal policies
Risk Categories: Child safety, Content safety, Representational harms, Memorization, Large-scale harms
Ethical Considerations:
Responsible Ai Considerations
Fairness: Scrutiny and data pre-processing done to mitigate biases.
Transparency: Model card provides details on architecture, capabilities, and processes.
Accountability: Google as the developer has oversight on model deployments.
Mitigation Strategies: Developers are encouraged to follow guidelines for responsible use.
Input Output
Input Format: Text string (e.g., prompt or question)
Output Format: Generated English-language text
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Rank the Gemma 7B It Capabilities
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Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation
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Release v20241124