أعضاء هيئة التدريس

• Explainable AI: Analyzing deep NLP Models (with a focus on diagnostic classifiers, linguistic correlation analysis, unsupervised methods, clustering methods, ablation analysis, similarity analysis, causation and behavioral studies).
• Machine Translation: Neural and Statistical MT (with focus on reordering, domain adaptation, transliteration, dialectal translation, pivoting, closely related and morphologically rich languages, simultaneous translation, eye-tracking for MT evaluation).

• Hassan Sajjad, Fahim Dalvi, Nadir Durrani, Preslav Nakov (2023). On the Effect of Dropping Layers of Pre-trained Transformer Models. Computer Speech and Language, Volume 77, Article 101429.

• Nadir Durrani, Hassan Sajjad, Fahim Dalvi, Firoj Alam (2022). On the Transformation of Latent Spaces in Fine-Tuned NLP Models. In Proceedings of the 19th Conference on Empirical Methods in Natural Language Processing (EMNLP), Abu Dhabi, UAE, December.

• Hassan Sajjad*, Nadir Durrani*, Fahim Dalvi* (2022). Neuron-level Interpretation of Deep NLP Models: A Survey. Transactions of the Association for Computational Linguistics. Volume 10, pages 1285–1303, (*Equal Contribution––Order by draw).

• Fahim Dalvi, Abdul Rafae Khan, Firoj Alam, Nadir Durrani, Jia Xu, Hassan Sajjad (2022). Discovering Latent Concepts Learned in BERT. In Proceedings of the 10th International Conference on Learning Representations (ICLR). Virtual, April (*Equal Contribution––Alphabetic Order).

• Yontan Belinkov*, Nadir Durrani*, Fahim Dalvi, Hassan Sajjad, Jim Glass (2020). On the Linguistic Representational Power of Neural Machine Translation Models. Computational Linguistics. 46(1), pages 1–57 (*Equal Contribution––Alphabetic Order).

• For more publications, click here

• 2017; Best innovation award for Arabic-English Speech Translation; ARC; Doha/Qatar
• 2016; Best Arabic-English Machine Translation Systems; IWSLT; Seattle/USA
• 2014; GSCL Best Doctoral Thesis Award; Gesellschaft für Sprachtechnologie und Computerlinguistik; KOVENS - Hildesheim/Germany
• 2014; Best Machine Translation Systems for several European languages; WMT; Baltimore/USA
• 2013; Best Machine Translation Systems for several European languages; WMT; Sofia/Bulgaria
• 2012; IMS Best Doctoral Thesis Award; Institut für Maschinelle Sprachverarbeitung; Stuttgart 2012; Stuttgart/Germany
• 2012; PhD with Magna Cum Laude; Institut für Maschinelle Sprachverarbeitung; Stuttgart/Germany
• 2008; Scholarship for Doctoral Studies; Higher Education of Pakistan; Lahore/Pakistan
• 2007; MS with Silver Medal; FAST-NUCES; Lahore/Pakistan