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Crosslingual Reasoning through Test-Time Scaling
Reasoning
multilingual
Language Models
Reasoning
multilingual
Language Models
The Leaderboard Illusion
Evaluation
Language Models
Evaluation
Language Models
Déjà Vu: Multilingual LLM Evaluation through the Lens of Machine Translation Evaluation
multilingual
Evaluation
Language Models
multilingual
Evaluation
Language Models
Command A: An Enterprise-Ready Large Language Model
Language Models
Language Models
If You Can't Use Them, Recycle Them
Language Models
Optimization
Language Models
Optimization
Aya Expanse: Combining Research Breakthroughs for a New Multilingual Frontier
multilingual
Language Models
multilingual
Language 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
Diversify and Conquer: Diversity-Centric Data Selection with Iterative Refinement
Language Models
Data
Data Efficiency
Data Pruning
Language Models
Data
Data Efficiency
Data Pruning
Light bulbs have energy ratings — so why can’t AI chatbots?
Language Models
Efficiency
Language Models
Efficiency
BAM! Just Like That: Simple and Efficient Parameter Upcycling for Mixture of Experts
Mixture of Experts
Language Models
Efficiency
Mixture of Experts
Language Models
Efficiency
Understanding and Mitigating Language Confusion in LLMs
Language Models
multilingual
Language Models
multilingual
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models
Safety
Generative Models
Language Models
Safety
Generative Models
Language Models
Improving Policy Learning via Language Dynamics Distillation
Representation Learning
Reinforcement Learning
Language Models
Representation Learning
Reinforcement Learning
Language Models