FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation
让LLM回答最新的问题。
做法是搜索相关内容,按时间排序,并根据搜索结果回答。
COMPRESSING LLMS:THE TRUTH IS RARELY PURE AND NEVER SIMPLE
pruning methods suffer performance degradation
RECOMP:IMPROVING RETRIEVAL-AUGMENTED LMS WITH COMPRESSION AND SELECTIVE AUGMENTATION
compressing retrieved documents to save the words.
one is extractive compressor; abstractive compressor
Controllable Natural Language Generation with Contrastive Prefixes
用前缀学习attribute,同时对比地学习,使得可以用前缀控制生成的内容。
INSTRUCT RETRO:INSTRUCTION TUNING POST RETRIEVAL-AUGMENTED PRETRAINING