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Neural language models learn word representations, or embeddings, that capture rich linguistic and conceptual information. Here we investigate the embeddings learned by neural machine translation models, a recently-developed class of neural…

计算与语言 · 计算机科学 2015-04-06 Felix Hill , Kyunghyun Cho , Sebastien Jean , Coline Devin , Yoshua Bengio

Document retrieval is one of the best established information retrieval activities since the sixties, pervading all search engines. Its aim is to obtain, from a collection of text documents, those most relevant to a pattern query. Current…

信息检索 · 计算机科学 2013-10-01 Gonzalo Navarro

Building a reliable visual question answering~(VQA) system across different languages is a challenging problem, primarily due to the lack of abundant samples for training. To address this challenge, recent studies have employed machine…

计算与语言 · 计算机科学 2024-06-05 ChaeHun Park , Koanho Lee , Hyesu Lim , Jaeseok Kim , Junmo Park , Yu-Jung Heo , Du-Seong Chang , Jaegul Choo

As large language models (LLMs) start interacting with each other and generating an increasing amount of text online, it becomes crucial to better understand how information is transformed as it passes from one LLM to the next. While…

Machine translation between many languages at once is highly challenging, since training with ground truth requires supervision between all language pairs, which is difficult to obtain. Our key insight is that, while languages may vary…

计算与语言 · 计算机科学 2022-04-04 Dídac Surís , Dave Epstein , Carl Vondrick

English is the international standard of social research, but scholars are increasingly conscious of their responsibility to meet the need for scholarly insight into communication processes globally. This tension is as true in computational…

计算与语言 · 计算机科学 2023-01-23 Edward W. Chew , William D. Weisman , Jingying Huang , Seth Frey

Translated texts bear several hallmarks distinct from texts originating in the language. Though individual translated texts are often fluent and preserve meaning, at a large scale, translated texts have statistical tendencies which…

计算与语言 · 计算机科学 2024-01-31 Shira Wein , Nathan Schneider

Literary translation requires balancing target-language fluency with faithfulness to the source. Recent large language models (LLMs) often produce fluent translations, but it remains unclear whether fluency corresponds to semantic…

计算与语言 · 计算机科学 2026-05-18 Sarah Griebel , Ted Underwood

Every encoding has priori information if the encoding represents any semantic information of the unverse or object. Encoding means mapping from the unverse to the string or strings of digits. The semantic here is used in the model-theoretic…

人工智能 · 计算机科学 2009-03-24 Xiuli Wang

Language understanding research is held back by a failure to relate language to the physical world it describes and to the social interactions it facilitates. Despite the incredible effectiveness of language processing models to tackle…

In recent years, with the advent of highly scalable artificial-neural-network-based text representation methods the field of natural language processing has seen unprecedented growth and sophistication. It has become possible to distill…

计算与语言 · 计算机科学 2022-11-29 Philipp Siebers , Christian Janiesch , Patrick Zschech

We study the problem of learning a node-labeled tree given independent traces from an appropriately defined deletion channel. This problem, tree trace reconstruction, generalizes string trace reconstruction, which corresponds to the tree…

计算复杂性 · 计算机科学 2020-09-22 Sami Davies , Miklos Z. Racz , Cyrus Rashtchian

With the growing Deaf and Hard of Hearing population worldwide and the persistent shortage of certified sign language interpreters, there is a pressing need for an efficient, signs-driven, integrated end-to-end translation system, from sign…

人工智能 · 计算机科学 2025-02-17 Nada Shahin , Leila Ismail

Machine-translated text plays a crucial role in the communication of people using different languages. However, adversaries can use such text for malicious purposes such as plagiarism and fake review. The existing methods detected a…

计算与语言 · 计算机科学 2019-10-16 Hoang-Quoc Nguyen-Son , Tran Phuong Thao , Seira Hidano , Shinsaku Kiyomoto

A phylogenetic tree shows the evolutionary relationships among species. Internal nodes of the tree represent speciation events and leaf nodes correspond to species. A goal of phylogenetics is to combine such trees into larger trees, called…

人工智能 · 计算机科学 2014-01-16 Neil C. A. Moore , Patrick Prosser

The idea that all life on earth traces back to a common beginning dates back at least to Charles Darwin's {\em Origin of Species}. Ever since, biologists have tried to piece together parts of this `tree of life' based on what we can observe…

种群与进化 · 定量生物学 2014-02-18 Mike Steel

Several approaches have recently been proposed for learning decentralized deep multiagent policies that coordinate via a differentiable communication channel. While these policies are effective for many tasks, interpretation of their…

计算与语言 · 计算机科学 2018-12-27 Jacob Andreas , Anca Dragan , Dan Klein

Statistical machine translation models have made great progress in improving the translation quality. However, the existing models predict the target translation with only the source- and target-side local context information. In practice,…

计算与语言 · 计算机科学 2015-03-02 Jiajun Zhang

We show that Bayes' rule provides an effective mechanism for creating document translation models that can be learned from only parallel sentences and monolingual documents---a compelling benefit as parallel documents are not always…

计算与语言 · 计算机科学 2020-07-03 Lei Yu , Laurent Sartran , Wojciech Stokowiec , Wang Ling , Lingpeng Kong , Phil Blunsom , Chris Dyer

Translations often carry traces of the source language, a phenomenon known as translationese. We introduce the first freely available English-to-Swedish dataset contrasting translationese sentences with idiomatic alternatives, designed to…

计算与语言 · 计算机科学 2026-03-10 Jenny Kunz , Anja Jarochenko , Marcel Bollmann