Is Preference Alignment Always the Best Option to Enhance LLM-Based
Translation? An Empirical Analysis

Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis

30 September 2024

Hippolyte Gisserot-Boukhlef

Emmanuel Malherbe

C´eline Hudelot

Nuno M. Guerreiro

Papers citing "Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis"

11 / 11 papers shown

Title
Translating Step-by-Step: Decomposing the Translation Process for Improved Translation Quality of Long-Form Texts Eleftheria Briakou Jiaming Luo Colin Cherry Markus Freitag 79 18 0 10 Sep 2024
Tower: An Open Multilingual Large Language Model for Translation-Related Tasks Duarte M. Alves José P. Pombal Nuno M. Guerreiro Pedro H. Martins Joao Alves ... Patrick Fernandes Sweta Agrawal Pierre Colombo José G. C. de Souza André F.T. Martins LRM 85 149 0 27 Feb 2024
Self-Rewarding Language Models Weizhe Yuan Richard Yuanzhe Pang Kyunghyun Cho Xian Li Sainbayar Sukhbaatar Jing Xu Jason Weston ReLM SyDa ALM LRM 306 321 0 18 Jan 2024
xCOMET: Transparent Machine Translation Evaluation through Fine-grained Error Detection Nuno M. Guerreiro Ricardo Rei Daan van Stigt Luísa Coheur Pierre Colombo André F.T. Martins 97 135 0 16 Oct 2023
Scaling up COMETKIWI: Unbabel-IST 2023 Submission for the Quality Estimation Shared Task Ricardo Rei Nuno M. Guerreiro José P. Pombal Daan van Stigt Marcos Vinícius Treviso Luísa Coheur José G. C. de Souza André F. T. Martins 70 61 0 21 Sep 2023
Quality-Aware Decoding for Neural Machine Translation Patrick Fernandes António Farinhas Ricardo Rei José G. C. de Souza Perez Ogayo Graham Neubig André F. T. Martins 80 56 0 02 May 2022
High Quality Rather than High Model Probability: Minimum Bayes Risk Decoding with Neural Metrics Markus Freitag David Grangier Qijun Tan Bowen Liang 91 97 0 17 Nov 2021
To Ship or Not to Ship: An Extensive Evaluation of Automatic Metrics for Machine Translation Tom Kocmi C. Federmann Roman Grundkiewicz Marcin Junczys-Dowmunt Hitokazu Matsushita Arul Menezes 80 209 0 22 Jul 2021
Is MAP Decoding All You Need? The Inadequacy of the Mode in Neural Machine Translation Bryan Eikema Wilker Aziz 66 135 0 20 May 2020
Six Challenges for Neural Machine Translation Philipp Koehn Rebecca Knowles AAML AIMat 362 1,222 0 12 Jun 2017
Improving Neural Machine Translation Models with Monolingual Data Rico Sennrich Barry Haddow Alexandra Birch 243 2,716 0 20 Nov 2015