5 papers
SEO: Stochastic Experience Optimization for Large Language Models
Jitao Xu, Hongyun Zhou, Lei Shen +3
Large Language Models (LLMs) can benefit from useful experiences to improve their performance on specific tasks. However, finding helpful experiences for different LLMs is not obvi…
Bilingual Synchronization: Restoring Translational Relationships with Editing Operations
Jitao Xu, Josep Crego, François Yvon
Machine Translation (MT) is usually viewed as a one-shot process that generates the target language equivalent of some source text from scratch. We consider here a more general set…
Joint Generation of Captions and Subtitles with Dual Decoding
Jitao Xu, François Buet, Josep Crego +2
As the amount of audio-visual content increases, the need to develop automatic captioning and subtitling solutions to match the expectations of a growing international audience app…
One Source, Two Targets: Challenges and Rewards of Dual Decoding
Jitao Xu, François Yvon
Machine translation is generally understood as generating one target text from an input source document. In this paper, we consider a stronger requirement: to jointly generate two…
Can You Traducir This? Machine Translation for Code-Switched Input
Jitao Xu, François Yvon
Code-Switching (CSW) is a common phenomenon that occurs in multilingual geographic or social contexts, which raises challenging problems for natural language processing tools. We f…