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Xihui Lin

2 accepted papers

2025

A Little Goes a Long Way: Efficient Long Context Training and Inference with Partial Contexts

ICLR 2025poster

Training and serving long-context large language models (LLMs) incurs substantial overhead. To address this, two critical steps are often required: a pretrained LLM typically undergoes a separate stage for context length extension by training on long-context data, followed by architectural modifica…

Cited by 4SourcePDFScholar
2025

A Practical Analysis of Human Alignment with *PO

NAACL 2025findings

At the forefront of state-of-the-art human alignment methods are preference optimization methods (*PO). Prior research has often concentrated on identifying the best-performing method, typically involving a grid search over hyperparameters, which can be impractical for general practitioners. In this…

Cited by 0SourcePDFScholar