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Mix Data or Merge Models? Optimizing for Diverse Multi-Task Learning
multilingual
Safety
Supervised Learning
Language
Human Feedback
Efficiency
multilingual
Safety
Supervised Learning
Language
Human Feedback
Efficiency
Multilingual Arbitrage: Optimizing Data Pools to Accelerate Multilingual Progress
Language
Robustness
Mixture of Experts
Language
Robustness
Mixture of Experts
How Does Quantization Affect Multilingual LLMs?
multilingual
Quantization
Supervised Learning
Language
multilingual
Quantization
Supervised Learning
Language
LLM See, LLM Do: Guiding Data Generation to Target Non-Differentiable Objectives
Generative Models
Language
Tooling
Interpretability
Transformers
Supervised Learning
Open Source
Generative Models
Language
Tooling
Interpretability
Transformers
Supervised Learning
Open Source
Policy Primer - The AI Language Gap
Language
AI Policy
Responsible AI
multilingual
Language
AI Policy
Responsible AI
multilingual
The Multilingual Alignment Prism: Aligning Global and Local Preferences to Reduce Harm
multilingual
Safety
Supervised Learning
Language
Human Feedback
multilingual
Safety
Supervised Learning
Language
Human Feedback
IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models
multilingual
Language
Open Release
multilingual
Language
Open Release
From One to Many: Expanding the Scope of Toxicity Mitigation in Language Models
Language
Safety
Generative Models
Continual Learning
Language
Safety
Generative Models
Continual Learning
Investigating Continual Pretraining in Large Language Models: Insights and Implications
Continual Learning
Transformers
Language
Continual Learning
Transformers
Language
Elo Uncovered: Robustness and Best Practices in Language Model Evaluation
Evaluation
Reproducibility
Language
Generative Models
Evaluation
Reproducibility
Language
Generative Models
Which Prompts Make The Difference? Data Prioritization For Efficient Human LLM Evaluation
Evaluation
Efficiency
Language
Generative Models
Evaluation
Efficiency
Language
Generative Models
Pushing Mixture of Experts to the Limit: Extremely Parameter Efficient MoE for Instruction Tuning
Mixture of Experts
Efficiency
Transfer Learning
Language
Generative Models
Compute
Mixture of Experts
Efficiency
Transfer Learning
Language
Generative Models
Compute
Intriguing Properties of Compression on Multilingual Models
Efficiency
Compute
Language
Generative Models
Efficiency
Compute
Language
Generative Models