Independent training:可以使用现成的模型(大型索引和强大的LM)而无需额外的训练,每个部分都可以独立改进;但语言模型没有被训练如何利用检索,且检索模型没有针对语言模型的任务/域进行优化。 Independent training Sequential training:可以使用现成的单个组件(大型索引或强大的LM),并且可以训练语言模型以更加有效地利用检索...
本文主要是对 ACL 2023 Tutorial: Retrieval-based Language Models and Applications部分的Section 3: Retrieval-based LMs: Architecture进行梳理总结Roadmap检索式LM的分类nearest-neighbor LMretrieve and rea…
>>LOOP. This method presents a novel loss function based on the impact of document deletion on LLM prediction, offering an efficient training strategy to better adapt the model to specific tasks. UPRISE [Cheng et al., 2023a]也使用冻结llm对提示检索器进行微调。LLM和寻回犬都将提示输入对作为输入,...
Voice data <= 10 mins can also be used to train a good VC model! - Retrieval-based-Voice-Conversion-WebUI/docs/tr/README.tr.md at dev · deffcolony/Retrieval-based-Voice-Conversion-WebUI
藏鸿涧创建的收藏夹默认收藏夹内容:ACL 2023 Tutorial Retrieval-based Language Models and Applications,如果您对当前收藏夹内容感兴趣点击“收藏”可转入个人收藏夹方便浏览
Code Issues Pull requests Grounded search engine (i.e. with source reference) based on LLM / ChatGPT / OpenAI API. It supports web search, file content search etc. python nlp machine-learning ai retrieval openai language-model nlp-machine-learning retrieval-model llm grounded-bot grounded-api...
The appropriate feature descriptor to obtain features from two types of medical images is the Jacobi moment system (QROJM), due to its efficient performance compared to OFMM and RALM. In my work, I obtained a percentage of NIRE value for colour medical image compared to ARP, ARR and F_...
Lmstats.h Lzexpand.h Minwinbase.h Ntioring_x.h Ntmsapi.h Ntmsmli.h Nvme.h Processenv.h Txfw32.h Winbase.h Winefs.h Winioctl.h Overview BOOT_AREA_INFO structure CREATE_DISK structure CREATE_DISK_GPT structure CREATE_DISK_MBR structure CREATE_USN_JOURNAL_DATA structure CSV_CONTROL_OP enume...
RALM:(retrieval-augmented language models)包含两部分内容: document selection:选择作为限定条件的documents document reading:决定如何在LM生成过程中利用选择的documents 其中retriever选择BM25,DPR,contriever,spider等,LM选择GPT,OPT,LLaMA等 从上图可以知道: 更好的retrieval model会有更低的perplexity 更大的LM也会...
How to adapt a retrieval-based LM for a task Fine-tuning Reinforcement learning Prompting When to use a retrieval-based LM 长尾:针对长尾效果欠佳(long tail) Large Language Models Struggle to Learn Long-Tail Knowledge When Not to Trust Language Models: Investigating Effectiveness of Parametric and ...