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This paper compares a qualitative reasoning model of translation with a quantitative statistical model. We consider these models within the context of two hypothetical speech translation systems, starting with a logic-based design and…

cmp-lg · Computer Science 2008-02-03 Hiyan Alshawi

Prior studies have shown that distinguishing text generated by Large Language Models (LLMs) from human-written one is highly challenging for humans, and often no better than random guessing. To verify the generalizability of this finding…

Native type systems are those in which type constructors are derived from term constructors, as well as the constructors of predicate logic and intuitionistic type theory. We present a method to construct native type systems for a broad…

Logic in Computer Science · Computer Science 2022-11-04 Christian Williams , Michael Stay

One central mystery of neural NLP is what neural models "know" about their subject matter. When a neural machine translation system learns to translate from one language to another, does it learn the syntax or semantics of the languages?…

Computation and Language · Computer Science 2017-08-01 Chaitanya Malaviya , Graham Neubig , Patrick Littell

The study of register in computational language research has historically been divided into register analysis, seeking to determine the registerial character of a text or corpus, and register synthesis, seeking to generate a text in a…

Computation and Language · Computer Science 2019-01-10 Shlomo Engelson Argamon

Measures of textual similarity and divergence are increasingly used to study cultural change. But which measures align, in practice, with social evidence about change? We apply three different representations of text (topic models, document…

Computation and Language · Computer Science 2024-11-25 Sarah Griebel , Becca Cohen , Lucian Li , Jaihyun Park , Jiayu Liu , Jana Perkins , Ted Underwood

Translation has played an important role in trade, law, commerce, politics, and literature for thousands of years. Translators have always tried to be invisible; ideal translations should look as if they were written originally in the…

Computation and Language · Computer Science 2017-04-25 Ella Rabinovich , Noam Ordan , Shuly Wintner

Code translation aims to convert code from one programming language to another automatically. It is motivated by the need for multi-language software development and legacy system migration. In recent years, neural code translation has…

Software Engineering · Computer Science 2025-05-13 Xiang Chen , Jiacheng Xue , Xiaofei Xie , Caokai Liang , Xiaolin Ju

Back translation is one of the most widely used methods for improving the performance of neural machine translation systems. Recent research has sought to enhance the effectiveness of this method by increasing the 'diversity' of the…

Computation and Language · Computer Science 2023-09-01 Laurie Burchell , Alexandra Birch , Kenneth Heafield

This work explores the use of self-generated natural language explanations as an intermediate step for code-to-code translation with language models. Across three types of explanations and 19 programming languages constructed from the…

Computation and Language · Computer Science 2023-11-14 Zilu Tang , Mayank Agarwal , Alex Shypula , Bailin Wang , Derry Wijaya , Jie Chen , Yoon Kim

The paper surveys evaluation methods of natural language generation (NLG) systems that have been developed in the last few years. We group NLG evaluation methods into three categories: (1) human-centric evaluation metrics, (2) automatic…

Computation and Language · Computer Science 2021-05-19 Asli Celikyilmaz , Elizabeth Clark , Jianfeng Gao

We propose iteratively prompting a large language model to self-correct a translation, with inspiration from their strong language understanding and translation capability as well as a human-like translation approach. Interestingly,…

Computation and Language · Computer Science 2024-05-03 Pinzhen Chen , Zhicheng Guo , Barry Haddow , Kenneth Heafield

Every person speaks or writes their own flavor of their native language, influenced by a number of factors: the content they tend to talk about, their gender, their social status, or their geographical origin. When attempting to perform…

Computation and Language · Computer Science 2018-05-07 Paul Michel , Graham Neubig

We use an information-theoretic measure of linguistic similarity to investigate the organization and evolution of scientific fields. An analysis of almost 20M papers from the past three decades reveals that the linguistic similarity is…

Digital Libraries · Computer Science 2018-01-30 Laercio Dias , Martin Gerlach , Joachim Scharloth , Eduardo G. Altmann

Representing the semantics of linguistic items in a machine-interpretable form has been a major goal of Natural Language Processing since its earliest days. Among the range of different linguistic items, words have attracted the most…

Computation and Language · Computer Science 2016-08-04 José Camacho-Collados , Ignacio Iacobacci , Roberto Navigli , Mohammad Taher Pilehvar

This study investigates global properties of literary and non-literary texts. Within the literary texts, a distinction is made between canonical and non-canonical works. The central hypothesis of the study is that the three text types…

Computation and Language · Computer Science 2021-04-19 Mahdi Mohseni , Volker Gast , Christoph Redies

Language models generate texts by successively predicting probability distributions for next tokens given past ones. A growing field of interest tries to leverage external information in the decoding process so that the generated texts have…

Computation and Language · Computer Science 2022-04-26 Antoine Chaffin , Thomas Scialom , Sylvain Lamprier , Jacopo Staiano , Benjamin Piwowarski , Ewa Kijak , Vincent Claveau

We present a machine learning approach to distinguish texts translated to Chinese (by humans) from texts originally written in Chinese, with a focus on a wide range of syntactic features. Using Support Vector Machines (SVMs) as classifier…

Computation and Language · Computer Science 2018-04-25 Hai Hu , Wen Li , Sandra Kübler

Large Language Models (LLMs) such as GPT-3 have emerged as general-purpose language models capable of addressing many natural language generation or understanding tasks. On the task of Machine Translation (MT), multiple works have…

Computation and Language · Computer Science 2023-06-07 Vikas Raunak , Arul Menezes , Matt Post , Hany Hassan Awadalla

This dissertation explores the linguistic and computational aspects of the meaning relations that can hold between two or more complex linguistic expressions (phrases, clauses, sentences, paragraphs). In particular, it focuses on…

Computation and Language · Computer Science 2022-08-11 Venelin Kovatchev
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