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Kaleidoscope: Exams for Multilingual Vision Evaluation
Evaluation
Open Source
multilingual
Generative Models
Multimodal
Evaluation
Open Source
multilingual
Generative Models
Multimodal
Global MMLU
Evaluation
Open Source
multilingual
Generative Models
Evaluation
Open Source
multilingual
Generative Models
INCLUDE: Evaluating Multilingual Language Understanding with Regional Knowledge
Data
Evaluation
Generative Models
multilingual
Open Source
Language Models
Data
Evaluation
Generative Models
multilingual
Open Source
Language Models
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
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
Back to Basics: Revisiting REINFORCE Style Optimization for Learning from Human Feedback in LLMs
Reinforcement Learning
Generative Models
Optimization
Reinforcement Learning
Generative Models
Optimization
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
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models
Safety
Generative Models
Language Models
Safety
Generative Models
Language 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
When Less is More: Investigating Data Pruning for Pretraining LLMs at Scale
Transformers
Generative Models
Data Pruning
Large-Scale Pretraining
Data Efficiency
Transformers
Generative Models
Data Pruning
Large-Scale Pretraining
Data Efficiency
Intriguing Properties of Quantization at Scale
Generative Models
Representation Learning
Transformers
Model Compression
Generative Models
Representation Learning
Transformers
Model Compression
Efficient Methods for Natural Language Processing: A Survey
Efficiency
Generative Models
Efficiency
Generative Models