Word embedding

This paper investigates the impact of word embedding techniques on enhancing SMS spam detection models. Traditional statistical methods (BoW, TF-IDF) are compared with advanced techniques (Word2Vec, fastText, GloVe, PhoBERT) using a proprietary dataset.

5p viengfa 28-10-2024 2 2   Download

Tóm tắt văn bản là một bài toán rất được quan tâm trong lĩnh vực xử lý ngôn ngữ tự nhiên. Sản phẩm của quá trình tóm tắt văn bản thường ngắn hơn văn bản ban đầu, súc tích, nhưng vẫn giữ nguyên ý chính. Bài báo này trình bày thực nghiệm các phương pháp tóm tắt rút trích trên các văn bản tiếng Việt. Chúng tôi xây dựng tập dữ liệu gồm 150.000 bài báo được rút trích từ các trang báo mạng phổ biến ở Việt Nam.

8p vijihyo2711 25-09-2021 22 2   Download

This article is about quantification semantics of linguistic terms embedded in Complete Linear Hedge Algebras and a application in querying in the database having the linguistic terms. The calculation is done both to the language values and real numbers. Query results are quite reasonable.

9p tamynhan8 04-11-2020 17 2   Download

The purpose of this thesis is to propose two models for using cross-lingual word embedding models to address the above impediment. The first model enhances the quality of the phrase-table in SMT, and the remaining model tackles the unknown word problem in NMT.

14p tamynhan0 04-07-2020 27 3   Download

The purpose of this thesis is to propose two models for using cross-lingual word embedding models to address the above impediment. The first model enhances the quality of the phrase-table in SMT, and the remaining model tackles the unknown word problem in NMT.

54p tamynhan0 04-07-2020 16 5   Download

Furthermore, experiments on the task of RE proved that data representation is one of the most influential factors to the model’s performance but still has many limitations. We propose a compositional embedding that combines several dominant linguistic as well as architectural features and dependency tree normalization techniques for generating rich representations for both words and dependency relations in the SDP

82p tamynhan1 13-06-2020 17 3   Download

Microsoft Access is a large, intimidating program. Unlike Word or Excel, where you can perform basic tasks without much in the way of training, Access presents challenges from the outset. Most users never progress beyond creating simple tables and using wizards to create basic forms and reports. At the same time, all users—from managers to researchers to administrative assistants—need information and know that what they seek is embedded somewhere in their Access tables.

30p vongsuiphat 04-01-2010 190 48   Download