Fusion-in-Decoder (FiD) 这篇文章提出了一个简单有效的方案。 [EACL2021] [FiD] Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering OpenQA场景 如上图所示,对一个问题,首先要从外部检索相关的文章片断,比如Wikipedia。然后,使用encoder-decoder结构,以 <question, retrieved ...
【ACL 2022】KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering idea 分析fid(生成式的阅读器,对retriever得到的passages分别进行编码,然后concat做生成)的不足,提出了融合知识图谱的fid——kg-fid,构建抽取出的文章的关系,利用gnn对文章进行排序,只抽取top去做生成。达到了...
I. Fusion-in-Decoder Fusion-in-Decoder models can be trained usingtrain_reader.pyand evaluated withtest_reader.py. Train train_reader.pyprovides the code to train a model. An example usage of the script is given below: python train_reader.py \ --train_data train_data.json \ --eval_dat...
Deep Space Network Turbo Decoder InfusionPerformance, Enhanced
Infusion pump monitoring encoder/decoder The present invention provides a method and apparatus for monitoring an infusion pump. The method and apparatus provides an encoder which is used with a motor of the infusion pump and a monitoring method which effectively provides rotati... TIM * ALLEN,GE...
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Fusion-in-Decoder models can be trained using train_reader.py and evaluated with test_reader.py.Traintrain_reader.py provides the code to train a model. An example usage of the script is given below:python train_reader.py \ --train_data train_data.json \ --eval_data eval_data.json \...
A method and apparatus for monitoring an infusion pump comprises an encoder 101 which is used with the motor 65 of the infusion pump in order to provide rotational directional information. An encoder wheel 103 is attached to the motor shaft 105, the wheel having at least two flags (117, ...
We consider a U-Net architecture trained on heterogeneous data combining high-fidelity and low-fidelity examples.Modular encoder/decoder architectures generate flexible surrogate models for high- and low-dimensional inputs and outputs.We use DropBlock layers to characterize uncertainty in the proposed ...