Contrastive Vision-Language Pre-training with Limited Resources

Language identification with limited resources

Language identification is an important issue in many speech applications. We address this problem from the point of view of classification of sequences of phonemes, given the assumption that each language has its own phonotactic characteristics. In order to achieve this classification, we have to decode the speech utterances in terms of phonemes. The set of phonemes must be the same for all th...

Transliteration Generation and Mining with Limited Training Resources

We present DIRECTL+: an online discriminative sequence prediction model based on many-to-many alignments, which is further augmented by the incorporation of joint n-gram features. Experimental results show improvement over the results achieved by DIRECTL in 2009. We also explore a number of diverse resource-free and language-independent approaches to transliteration mining, which range from sim...

TREQ-AL: A word alignment system with limited language resources

We provide a rather informal presentation of a prototype system for word alignment based on our previous translation equivalence approach, discuss the problems encountered in the shared-task on word-aligning of a parallel Romanian-English text, present the preliminary evaluation results and suggest further ways of improving the alignment accuracy.

A Pattern Language for Software Quality Assurance with Limited Resources

Project selection with limited resources in data envelopment‎ ‎analysis‎

‎In this paper allocating a fixed resource for producing ‎finite projects in order to obtaining a desired level of‎ ‎efficiency will be discussed‎. ‎Note that it is assumed that a ‎vector of limited sources is at hand‎. ‎This vector of resources can‎ ‎be contained human resource‎, ‎budget‎, ‎equipment‎, ‎and facilities‎. ‎In ‎any firm there exist different suggestions from subunits for ‎running...