Text Encoder Algorithm
![An illustration of the algorithm used in [81]. An encoder is given ...](https://www.researchgate.net/publication/354548881/figure/fig4/AS:1067646627876864@1631558200985/An-illustration-of-the-algorithm-used-in-81-An-encoder-is-given-multiple-tasks-It.png)
![An illustration of the algorithm used in [81]. An encoder is given ...](https://www.researchgate.net/publication/354548881/figure/fig4/AS:1067646627876864@1631558200985/An-illustration-of-the-algorithm-used-in-81-An-encoder-is-given-multiple-tasks-It_Q320.jpg)
![[2301.13081] STAIR: Learning Sparse Text and Image Representation in ...](https://ar5iv.labs.arxiv.org/html/2301.13081/assets/figures/text_encoder_free.png)
![Diagram of the encoding algorithm reported by Blawat et al. [17]. The ...](https://www.researchgate.net/publication/370181685/figure/fig4/AS:11431281152762813@1682129758330/Diagram-of-the-encoding-algorithm-reported-by-Blawat-et-al-17-The-binary-sequence-is.png)
![15 Encoding algorithm [12] | Download Scientific Diagram](https://www.researchgate.net/publication/322517196/figure/fig39/AS:11431281117756012@1675527601380/Encoding-algorithm-12.png)
![Diagram of the encoding algorithm reported by Bornholt et al. [19]. A ...](https://www.researchgate.net/publication/370181685/figure/fig5/AS:11431281152744771@1682129758427/Diagram-of-the-encoding-algorithm-reported-by-Bornholt-et-al-19-A-key-component-of.png)
![Diagram of the encoding algorithm reported by Blawat et al. [17]. The ...](https://www.researchgate.net/publication/370181685/figure/fig5/AS:11431281152744771@1682129758427/Diagram-of-the-encoding-algorithm-reported-by-Bornholt-et-al-19-A-key-component-of_Q320.jpg)
![Diagram of the encoding algorithm reported by Organick et al. [20]. A ...](https://www.researchgate.net/publication/370181685/figure/fig6/AS:11431281152736030@1682129758496/Diagram-of-the-encoding-algorithm-reported-by-Organick-et-al-20-A-key-component-of.png)
![Diagram of the encoding algorithm reported by Blawat et al. [17]. The ...](https://www.researchgate.net/publication/370181685/figure/fig2/AS:11431281152736029@1682129758062/Diagram-of-the-encoding-algorithm-reported-by-Goldman-et-al-15-A-rotating-mapping_Q320.jpg)
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![[CSIE7133][01][Prüfer Encoding algorithm] - YouTube](https://i.ytimg.com/vi/yrDCbV33dbk/maxresdefault.jpg?sqp=-oaymwEmCIAKENAF8quKqQMa8AEB-AHYCIAC0AWKAgwIABABGDsgZSgrMA8=&rs=AOn4CLCmrLB4R7KGsr5_WztkDfc5vFn_eg)
![[Solved] Encoding and decoding schemes are used in | SolutionInn](https://dsd5zvtm8ll6.cloudfront.net/si.experts.images/questions/2022/10/6350f4a4d837b_1666249890967.jpg)
%2C%20there%20has%20been%20a%20shift%20towards%20linearization-based%20methods%2C%20which%20process%20structured%20data%20as%20sequential%20token%20streams%2C%20diverging%20from%20approaches%20that%20explicitly%20model%20structure%2C%20often%20as%20a%20graph.%20Crucially%2C%20there%20remains%20a%20gap%20in%20our%20understanding%20of%20how%20these%20linearization-based%20methods%20handle%20structured%20data%2C%20which%20is%20inherently%20non-linear.%20This%20work%20investigates%20the%20linear%20handling%20of%20structured%20data%20in%20encoder-decoder%20language%20models%2C%20specifically%20T5.%20Our%20findings%20reveal%20the%20model's%20ability%20to%20mimic%20human-designed%20processes%20such%20as%20schema%20linking%20and%20syntax%20prediction%2C%20indicating%20a%20deep%2C%20meaningful%20learning%20of%20structure%20beyond%20simple%20token%20sequencing.%20We%20also%20uncover%20insights%20into%20the%20model's%20internal%20mechanisms%2C%20including%20the%20ego-centric%20nature%20of%20structure%20node%20encodings%20and%20the%20potential%20for%20model%20compression%20due%20to%20modality%20fusion%20redundancy.%20Overall%2C%20this%20work%20sheds%20light%20on%20the%20inner%20workings%20of%20linearization-based%20methods%20and%20could%20potentially%20provide%20guidance%20for%20future%20research.)
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