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SkillComposer enables language models to self-evolve skills in real-time, achieving up to +4.5 improvements on agent tasks compared to larger models.
Multilingual spoken dialogue systems still struggle with consistent performance across languages, even with high-resource languages, as shown by a new large-scale dataset.
LLM agents can achieve 3x faster web search and higher accuracy by dynamically routing between multiple context management strategies.
