Publications:

Google Scholar

Pranava Madhyastha, Josiah Wang and Lucia Specia. 2018. “Defoiling Foiled Image Captions” In Proceedings of the Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies.

Josiah Wang, Pranava Madhyastha and Lucia Specia. 2018. “Object Counts! Bringing Explicit Detections Back into Image Captioning.” In Proceedings of the Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies.

Pranava Madhyastha, Josiah Wang, and Lucia Specia. 2018. “The Role of Image Representations in Vision to Language Tasks.” In Journal of Natural Language Engineering, Special Issue: Language for Vision. [paper]

Salil Deena, Raymond WM Ng, Pranava Madhyashtha, Lucia Specia, and Thomas Hain. 2017. “Exploring the Use of Acoustic Embeddings in Neural Machine Translation.” In Proceedings of IEEE Automatic Speech Recognition and Understanding Workshop. [paper] | [bib]

Pranava Madhyastha, Xavier Carreras, and Ariadna Quattoni. 2017. “Prepositional Phrase Attachment over Word Embedding Products.” In Proceedings of the 15th International Conference on Parsing Technologies, 32–43. [paper] | [bib]

Pranava Madhyastha, and Cristina España-Bonet. 2017. “Learning Bilingual Projections of Embeddings for Vocabulary Expansion in Machine Translation.” In Proceedings of the 2nd Workshop on Representation Learning for NLP, 139–45. [paper] | [bib]

Salil Deena, Raymond WM Ng, Pranava Madhyastha, Lucia Specia, and Thomas Hain. 2017. “Semi-Supervised Adaptation of RNNLMs by Fine-Tuning with Domain-Specific Auxiliary Features.” In Proceedings of Interspeech 2017: Conference of the International Speech Communication Association. [paper] | [bib]

Chiraag Lala, Pranava Madhyastha, Josiah Wang, and Lucia Specia. 2017. “Unraveling the Contribution of Image Captioning and Neural Machine Translation for Multimodal Machine Translation.” The Prague Bulletin of Mathematical Linguistics 108 (1):197–208. [paper] | [bib]

Frédéric Blain, Lucia Specia, and Pranava Madhyastha. 2017. “Exploring Hypotheses Spaces in Neural Machine Translation.” In Proceedings of Machine Translation Summit. [paper] | [bib]

Pranava Madhyastha, Josiah Wang, and Lucia Specia. 2017. “Sheffield Multimt: Using Object Posterior Predictions for Multimodal Machine Translation.” In Proceedings of the Second Conference on Machine Translation, 470–76. [paper] | [bib]

Pranava Madhyastha, Mohit Bansal, Kevin Gimpel, and Karen Livescu. 2016. “Mapping Unseen Words to Task-Trained Embedding Spaces.” In Proceedings of the 1st Workshop on Representation Learning for NLP, 100–110. Berlin, Germany: Association for Computational Linguistics. [paper] | [bib] Best Paper Award

Ariadna Quattoni, Arnau Ramisa, Pranava Swaroop Madhyastha, Edgar Simo-Serra, and Francesc Moreno-Noguer. 2016. “Structured Prediction with Output Embeddings for Semantic Image Annotation.” In Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 552–57. San Diego, California: Association for Computational Linguistics. [paper] | [bib]

Marta Ruiz Costa-Jussà, Cristina España-i-Bonet, Pranava Madhyastha, Carlos Escolano Peinado, and José Adrián Rodríguez Fonollosa. 2016. “The Talp–Upc Spanish–English WMT Biomedical Task: Bilingual Embeddings and Char-Based Neural Language Model Rescoring in a Phrase-Based System.” In ACL 2016: The 54th Annual Meeting of the Association for Computational Linguistics: Proceedings of the First Conference on Machine Translation (WMT), 463–68. [paper] | [bib]

Lily Delores Ellebracht, Arnau Ramisa Ayats, Pranava Madhyastha, Cordero Rama, Jose Alejandro, Francesc Moreno-Noguer, and Ariadna Quattoni. 2015. “Semantic Tuples for Evaluation of Image Sentence Generation.” In Proceedings of the 4th Workshop on Vision and Language, 2015, Lisbon., 18–28. [paper] | [bib]

Pranava Madhyastha, Xavier Carreras, and Ariadna Quattoni. 2015. “Tailoring Word Embeddings for Bilexical Predictions: An Experimental Comparison.” In of International Conference on Learning Representations (Workshop Track), 2015. [paper] | [bib]

Pranava Madhyastha, Xavier Carreras, and Ariadna Quattoni. 2014. “Learning Task-Specific Bilexical Embeddings.” In Proceedings of the 25th International Conference on Computational Linguistics, 161–71. [paper] | [bib]

Anju Saxena, Pranava Swaroop Madhyasta, and Joakim Nivre. 2008. “Building the Uppsala Hindi Corpus.” In Proceedings of Swedish Language Technology Conference (SLTC), 11. [paper] | [bib]

Thesis:

Pranava Madhyastha, 2017. “Exploiting Word Embeddings for Modelling Bilexical Relations.” PhD thesis, Department of Computer Science, Universitat Politèchnica de Catalunya [thesis] | [bib]