tailieunhanh - Báo cáo khoa học: "TrustRank: Inducing Trust in Automatic Translations via Ranking"

The adoption of Machine Translation technology for commercial applications is hampered by the lack of trust associated with machine-translated output. In this paper, we describe TrustRank, an MT system enhanced with a capability to rank the quality of translation outputs from good to bad. This enables the user to set a quality threshold, granting the user control over the quality of the translations. We quantify the gains we obtain in translation quality, and show that our solution works on a wide variety of domains and language pairs. . | TrustRank Inducing Trust in Automatic Translations via Ranking Radu Soricut Language Weaver Inc. 6060 Center Drive Suite 150 Los Angeles CA 90045 rsoricut@ Abdessamad Echihabi Language Weaver Inc. 6060 Center Drive Suite 150 Los Angeles CA 90045 echihabi@ Abstract The adoption of Machine Translation technology for commercial applications is hampered by the lack of trust associated with machine-translated output. In this paper we describe TrustRank an MT system enhanced with a capability to rank the quality of translation outputs from good to bad. This enables the user to set a quality threshold granting the user control over the quality of the translations. We quantify the gains we obtain in translation quality and show that our solution works on a wide variety of domains and language pairs. 1 Introduction The accuracy of machine translation MT software has steadily increased over the last 20 years to achieve levels at which large-scale commercial applications of the technology have become feasible. However widespread adoption of MT technology remains hampered by the lack of trust associated with machine-translated output. This lack of trust is a normal reaction to the erratic translation quality delivered by current state-of-the-art MT systems. Unfortunately the lack of predictable quality discourages the adoption of large-scale automatic translation solutions. Consider the case of a commercial enterprise that hosts reviews written by travellers on its web site. These reviews contain useful information about hotels restaurants attractions etc. There is a large and continuous stream of reviews posted on this site and the large majority is written in English. In addition there is a large set of potential customers who would prefer to have these reviews available in their non-English native languages. As such this enterprise presents the perfect opportunity for the deployment of a large-volume MT solution. However travel reviews .

TỪ KHÓA LIÊN QUAN
TÀI LIỆU MỚI ĐĂNG
42    171    1    29-03-2024
24    127    0    29-03-2024
10    108    0    29-03-2024
10    100    0    29-03-2024
crossorigin="anonymous">
Đã phát hiện trình chặn quảng cáo AdBlock
Trang web này phụ thuộc vào doanh thu từ số lần hiển thị quảng cáo để tồn tại. Vui lòng tắt trình chặn quảng cáo của bạn hoặc tạm dừng tính năng chặn quảng cáo cho trang web này.