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[PDF] Top 20 Paraphrase Generation as Monolingual Translation: Data and Evaluation

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Paraphrase Generation as Monolingual Translation: Data and Evaluation

Paraphrase Generation as Monolingual Translation: Data and Evaluation

... a paraphrase for each headline, and there have to be a minimum of eight paraphrases for each ...automatic evaluation measures to account for the diversity in real-world paraphrases, as the aligned ... See full document

5

An Empirical Evaluation of Data Driven Paraphrase Generation Techniques

An Empirical Evaluation of Data Driven Paraphrase Generation Techniques

... Paraphrase generation is an important task that has received a great deal of interest re- ...Proposed data-driven solutions to the problem have ranged from simple approaches that make minimal use of ... See full document

6

Monolingual Machine Translation for Paraphrase Generation

Monolingual Machine Translation for Paraphrase Generation

... successful generation. Moreover, PR was able to generate a paraphrase for all 200 sentences (including the 59 MSA ...of paraphrase candidates accepted by ... See full document

8

Reference Bias in Monolingual Machine Translation Evaluation

Reference bias in monolingual machine translation evaluation

... We note that even in such a scenario, human translations differ from each other. We measured the average similarity between the four references in the dataset using the Meteor evaluation met- ric (Denkowski and ... See full document

6

Improving Translation Model by Monolingual Data

Improving Translation Model by Monolingual Data

... parallel data and a varying size of monolingual ...included monolingual data ...the data are largest – over 3 points ab- ...on translation quality – the “Mono” data are 5 ... See full document

7

A Method for Human Interpretable Paraphrasticality Prediction

A Method for Human Interpretable Paraphrasticality Prediction

... three data sets, we find that our approach performs competitive to text similarity scores borrowed from machine translation evaluation, being much harder to ... See full document

6

Unsupervised Paraphrasing without Translation

Unsupervised Paraphrasing without Translation

... supervised translation. Paraphrases for Data Augmentation We aug- ment the training set of text classification tasks for sentiment analysis on Stanford Sentiment Tree- bank (SST-2) (Socher et ... See full document

7

Creating and using large monolingual parallel corpora for sentential paraphrase generation

Creating and using large monolingual parallel corpora for sentential paraphrase generation

... phrase generation has been demonstrated to be valuable for question answering (Lin and Pantel, 2001; Riezler et ...machine translation (Callison-Burch et ...the evaluation thereof (Kauchak and ... See full document

8

Automated Paraphrase Lattice Creation for HyTER Machine Translation Evaluation

Automated Paraphrase Lattice Creation for HyTER Machine Translation Evaluation

... of translation quality on small and care- fully curated data, with both manual and automat- ically constructed paraphrase networks, it obtains medium performance on recent WMT ...the data and ... See full document

6

Sentential Paraphrasing as Black Box Machine Translation

Sentential Paraphrasing as Black Box Machine Translation

... the Paraphrase Database (PPDB) for monolingual sentence rewriting and provide machine translation language packs: prepack- aged, tuned models that can be downloaded and used to generate paraphrases ... See full document

5

Collecting Highly Parallel Data for Paraphrase Evaluation

Collecting Highly Parallel Data for Paraphrase Evaluation

... and translation, several major differences have prevented researchers from simply following standards that have been established for machine ...gual data according to a more or less consistent spec- ... See full document

11

Further Investigation into Reference Bias in Monolingual Evaluation of Machine Translation

Further Investigation into Reference Bias in Monolingual Evaluation of Machine Translation

... human evaluation of MT, the possibility still ex- ists that, although scores collected with DA have been shown to be almost perfectly reliable in self- replication experiments, both sets of scores, al- though ... See full document

10

An Optimal Quadratic Approach to Monolingual Paraphrase Alignment

An Optimal Quadratic Approach to Monolingual Paraphrase Alignment

... The evaluation scores for the alignments are also similarly computed as macro-average results: precision, recall, and F-score values are computed for each instance, then these scores are averaged across all ... See full document

8

Extract Domain specific Paraphrase from Monolingual Corpus for Automatic Evaluation of Machine Translation

Extract Domain specific Paraphrase from Monolingual Corpus for Automatic Evaluation of Machine Translation

... parallel data se- lection approach based on cross entropy to im- prove the MT performance for spoken language ...training data for automatic extraction of paraphrase by using Moore and Lewis’ ... See full document

7

Multilingual Whispers: Generating Paraphrases with Translation

Multilingual Whispers: Generating Paraphrases with Translation

... chine translation to generate paraphrases via pivot- ing (Prakash et ...large monolingual paraphrase ...English paraphrase data (Wieting and Gimpel, ...resulting data set prove ... See full document

10

Using Monolingual Data in Neural Machine Translation: a Systematic Study

Using Monolingual Data in Neural Machine Translation: a Systematic Study

... Machine Translation (MT) has radi- cally changed the way systems are ...target data, which often abounds, is used in these two ...the generation of artificial parallel data through ... See full document

12

Monolingual Alignment by Edit Rate Computation on Sentential Paraphrase Pairs

Monolingual Alignment by Edit Rate Computation on Sentential Paraphrase Pairs

... reference translation, it computes how much effort would be needed to obtain the reference from the hypothesis, possibly independently of the appropriateness of the align- ments ...exploiting paraphrase ... See full document

6

Iterative Back Translation for Neural Machine Translation

Iterative Back Translation for Neural Machine Translation

... the monolingual data is a similar domain to the test ...Farsi translation is much more difficult than French; or a result of the diverse mix of domains in the parallel training data (news with ... See full document

7

Exploiting Source side Monolingual Data in Neural Machine Translation

Exploiting Source side Monolingual Data in Neural Machine Translation

... Dong et al. (2015) propose a multi-task learn- ing method for translating one source language into multiple target languages in NMT so that the en- coder network can be shared when dealing with sev- eral sets of ... See full document

11

Syntactic SMT Using a Discriminative Text Generation Model

Syntactic SMT Using a Discriminative Text Generation Model

... text generation techniques for machine translation, directly connecting the two currently rather separated research ...specific generation al- gorithm, and one potential of the SMT architec- ture is ... See full document

6

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