arXiv NLP research summaries for March 1, 2024.

Today's Research Themes (AI-Generated):

• Determinantal point processes enhance adversarial prompt searching to mitigate toxic outputs from language models.

• Semi-Instruct method synergizes human-written and automated code generation for more effective program synthesis in Code LLMs.

• SCRAP employs Extract-Then-Assign strategy for accurate aspect-sentiment quad prediction, improving interpretability and reasoning consistency.

• Post-decoder biasing significantly improves rare word recognition in end-to-end speech recognition for multi-turn medical interviews.

• Less-is-Better model introduces cognitive science principles into tokenizer development, optimizing performance for Large Language Models.