Tag: natural language processing
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LLMs Achieve Massive Compression: Haiku to Opus in 10 Bits
Discover how LLMs unlock breakthrough compression gains with lossless and lossy methods, including innovative Question-Asking protocols for efficient data...
Lower Bounds for Language Models Using Semantic Structures
Discover empirical lower bounds for language modeling with locally-bootstrapped semantic structures to improve NLP model efficiency and accuracy.
Semantic Structures Boost Neuro-Symbolic Language Models
Explore how semantic constituency structures enhance neuro-symbolic language modeling, outperforming syntactic and dependency frameworks in NLP research.
Improving Confidence Calibration in Large Language Models
Discover how new research closes the gap between confidence scores and accuracy in large language models using advanced interpretability techniques.
How Alignment Boosts LLMs’ Multilingual Skills
Discover how alignment enhances large language models' multilingual abilities through neuron classification and shared semantic processing.