Photonics Research, Volume. 10, Issue 12, 2846(2022)
Large-scale photonic natural language processing
[1] D. Narayanan, M. Shoeybi, J. Casper, P. LeGresley, M. Patwary, V. A. Korthikanti, D. Vainbrand, P. Kashinkunti, J. Bernauer, B. Catanzaro, A. Phanishayee, M. Zaharia. Efficient large-scale language model training on GPU clusters using megatron-LM. Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, 1-15(2021).
[3] A. Chatelain, A. Djeghri, D. Hesslow, J. Launay, I. Poli. Is the number of trainable parameters all that actually matters?(2021).
[4] N. C. Thompson, K. Greenewald, K. Lee, G. F. Manso. The computational limits of deep learning(2020).
[25] A. Saade, F. Caltagirone, I. Carron, L. Daudet, A. Dremeau, S. Gigan, F. Krzakala. Random projections through multiple optical scattering: approximating kernels at the speed of light. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 6215-6219(2016).
[36] D. Pierangeli, G. Marcucci, C. Conti. Neuromorphic computing device using optical shock waves. OSA Nonlinear Optics, NTh1A-3(2021).
[44] A. L. Maas, R. E. Daly, P. T. Pham, D. Huang, A. Y. Ng, C. Potts. Learning word vectors for sentiment analysis. Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, 142-150(2011).
[47] S. Mei, A. Montanari. The generalization error of random features regression: precise asymptotics and double descent curve. Commun. Pure Appl. Math., 75, 667-766(2020).
[49] A. Ashrafi. Walsh–Hadamard transforms: a review. Advances in Imaging and Electron Physics, 1-55(2017).
[52] D. Hesslow, A. Cappelli, I. Carron, L. Daudet, R. Lafargue, K. Müller, R. Ohana, G. Pariente, I. Poli. Photonic co-processors in HPC: using LightOn OPUs for randomized numerical linear algebra(2021).
[54] T. Mikolov, K. Chen, G. Corrado, J. Dean. Efficient estimation of word representations in vector space(2013).
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Carlo M. Valensise, Ivana Grecco, Davide Pierangeli, Claudio Conti, "Large-scale photonic natural language processing," Photonics Res. 10, 2846 (2022)
Category: Optical Devices
Received: Aug. 10, 2022
Accepted: Oct. 8, 2022
Published Online: Nov. 24, 2022
The Author Email: Davide Pierangeli (davide.pierangeli@roma1.infn.it)