Presentation | 2022-08-04 Investigating of the sentence vector for input sentences changing in Sentence-BERT by using UMAP Masato Izumi, Kenya Jin'no, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We have previously studied whether the sentence vectors, distributed representations of sentences generated by Sentence-BERT. Sentence Vector, which is a distributed representation of sentences generated by Sentence-BERT, captures the meaning of the sentences. The paper examines the properties of sentence vectors by using UMAP to analyze characteristics when input sentences are changed. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Sentence-BERT / UMAP / Sentence Vector / Latent Variable |
Paper # | CCS2022-30 |
Date of Issue | 2022-07-28 (CCS) |
Conference Information | |
Committee | IN / CCS |
---|---|
Conference Date | 2022/8/4(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Hokkaido University(Centennial Hall) |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Network Science, Future Network, Cloud/SDN/Virtualization, Contents Delivery/Contents Exchange, and others |
Chair | Kunio Hato(Internet Multifeed) / Megumi Akai(Hokkaido Univ.) |
Vice Chair | Tsutomu Murase(Nagoya Univ.) / Hidehiro Nakano(Tokyo City Univ.) / Masaki Aida(TMU) |
Secretary | Tsutomu Murase(KDDI Research) / Hidehiro Nakano(Nagaoka Univ. of Tech.) / Masaki Aida(NTT) |
Assistant | / Hiroyuki Yasuda(Univ. of Tokyo) / Hiroyasu Ando(Tsukuba Univ.) / Tomoyuki Sasaki(Shonan Inst. of Tech.) / Miki Kobayashi(Rissho Univ.) |
Paper Information | |
Registration To | Technical Committee on Information Networks / Technical Committee on Complex Communication Sciences |
---|---|
Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Investigating of the sentence vector for input sentences changing in Sentence-BERT by using UMAP |
Sub Title (in English) | |
Keyword(1) | Sentence-BERT |
Keyword(2) | UMAP |
Keyword(3) | Sentence Vector |
Keyword(4) | Latent Variable |
1st Author's Name | Masato Izumi |
1st Author's Affiliation | Tokyo City University(Tokyo City Univ) |
2nd Author's Name | Kenya Jin'no |
2nd Author's Affiliation | Tokyo City University(Tokyo City Univ) |
Date | 2022-08-04 |
Paper # | CCS2022-30 |
Volume (vol) | vol.122 |
Number (no) | CCS-145 |
Page | pp.pp.20-23(CCS), |
#Pages | 4 |
Date of Issue | 2022-07-28 (CCS) |