Conformer Architecture adanwo

Awọn idahun ati awọn alaye han bi o ṣe n mu ibeere naa.

1. Awọn ọna meji wo ni faaji Conformer darapọ ni bulọọki kan?
   • Convolution ati akiyesi ara ẹni
   • Loorekoore ati pooling
   • Awọn igi ipinnu ati ikojọpọ
   • Iwadi tan ina ati tokenization
2. Kilode ti iṣakojọpọ convolution ati akiyesi ṣe wulo paapaa fun ọrọ sisọ?
   • Ifarabalẹ n ṣe alaye awọn alaye foonu agbegbe lakoko ti convolution n ṣe itọju ipo agbaye
   • Convolution n gba awọn ilana agbegbe lakoko ti akiyesi ara ẹni n gba ipo ti o gun-gun
   • Awọn mejeeji ṣe pataki fun awọn aworan, kii ṣe ohun
   • Bẹni iranlọwọ; o jẹ odasaka fun iyara
3. Kini 'Macaron' tabi eto ipanu kan ti Àkọsílẹ Conformer?
   • Awọn ipele ifarabalẹ meji ni ayika iyipada kan
   • Layer kikọ-siwaju ẹyọkan nikan
   • Ifarabalẹ ati ariyanjiyan ti a we laarin awọn modulu ilọsiwaju-idaji-igbesẹ meji
   • Convolution tolera lori oke ti convolution
4. Ajo wo ni o ṣafihan Conformer, ati ni ọdun wo?
   • OpenAI ni ọdun 2018
   • Meta ni ọdun 2015
   • Microsoft ni ọdun 2012
   • Google ni ọdun 2020
5. Kini module convolution inu a Conformer ojo melo pẹlu?
   • Iyipada ọlọgbọn kan, GLU kan, iyipada ijinle, isọdọtun, ati imuṣiṣẹ Swish kan
   • Nikan kan nikan ni kikun ti sopọ Layer
   • sẹẹli LSTM loorekoore
   • A ID igbo classifier
6. On LibriSpeech test-clean/test-other, what WER did the original Conformer paper report with an external language model?
   • 2.1% / 4.3%
   • 1.9% / 3.9%
   • 9.1% / 9.3%
   • 0.1% / 0.3%
7. What positional information does the Conformer paper add to attention?
   • A geographic GPS coordinate for every speech frame
   • A fixed class label for each utterance
   • Relative positional encoding
   • A separate video frame index
8. What word error rates did the Conformer paper report without an external language model on LibriSpeech test/test-other?
   • 20.1% / 40.3%
   • 0.1% / 0.3%
   • 12.1% / 14.3%
   • 2.1% / 4.3%