arXiv NLP research summaries for February 26, 2024.

Today's Research Themes (AI-Generated):

• Cross-domain adaptation of Chinese Sentence Pattern Parsing leverages large language models for improved syntactic analysis.

• A Chain-of-Discussion framework enhances open-ended question answering by synergizing multiple large language models.

• Innovative Data-free Joint Rank-k Approximation significantly compresses large language model parameters without sacrificing performance.

• CodeS introduces open-source language models dedicated to Text-to-SQL, achieving state-of-the-art accuracy with smaller parameter sizes.

• Incremental pre-training and strategic prompt construction boost CodeS's performance on challenging text-to-SQL benchmarks.