The implementation of a Deep Recurrent Neural Network Language Model on a Xilinx FPGA.
Yufeng HaoSteven QuigleyPublished in: CoRR (2017)
Keyphrases
- language model
- recurrent neural networks
- hardware implementation
- hardware architecture
- language modeling
- fpga implementation
- fpga device
- field programmable gate array
- high speed
- n gram
- dedicated hardware
- speech recognition
- document retrieval
- query expansion
- complex valued
- language modelling
- retrieval model
- probabilistic model
- smoothing methods
- recurrent networks
- information retrieval
- neural network
- ad hoc information retrieval
- mixture model
- feed forward
- query terms
- statistical language models
- reservoir computing
- echo state networks
- context sensitive
- hardware design
- translation model
- pseudo relevance feedback
- efficient implementation
- document length
- test collection
- language models for information retrieval
- hardware description language
- query specific
- word clouds
- pipelined architecture
- cross lingual
- statistical model
- web search
- hidden markov models
- machine learning