About

I am a Postgraduate Research Student in Robotics and Autonomous Systems (CDT-RAS) at the Edinburgh Centre of Robotics, a joint degree between Heriot-Watt University and the University of Edinburgh.
My Research Project "Explainable AI via Bayesian Learning" is sponsored by Schlumberger Cambridge Research Center, under the academic supervision of Helen Hastie and Arash Eshghi.

Previously, I completed a MSc in Artificial Intelligence at the University of Aberdeen, UK and a BSc in Mechatronics and Robotics at "Politehnica" University of Bucharest, Romania. Also, I hold a MSc in Advanced Engineering in Offshore Oil and Gas industry, Constanta, Romania.

My research interests lie within the broad area of Explainable AI. More specifically, my research focus on generating and evaluating Natural Language Explanations. I am also very interested in causality and commonsense.

News

2021
  • [July] Paper accepted at INLG 2021 "Underreporting of errors in NLG output, and what to do about it"
  • [June] Joining Schlumberger Cambridge Research Center for my Ph.D. placement


Research

See Google Scholar or Semantic Scholar for latests preprints.

Publications
* below indicates equal contribution
2021
I don't understand! Evaluation Methods for Natural Language Explanations
Miruna Clinciu, Arash Eshghi and Helen Hastie
In Proceedings of the SICSA eXplainable Artifical Intelligence Workshop 2021 (SICSA XAI 2021), Aberdeen, United Kingdom, June 1st, 2021.
pdf | slides

The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics
Sebastian Gehrmann, Tosin Adewumi, Karmanya Aggarwal, Pawan Sasanka Ammanamanchi, Aremu Anuoluwapo, Antoine Bosselut, Khyathi Raghavi Chandu, Miruna Clinciu, Dipanjan Das, Kaustubh D Dhole, Wanyu Du, Esin Durmus, Ondřej Dušek, Chris Emezue, Varun Gangal, Cristina Garbacea, Tatsunori Hashimoto, Yufang Hou, Yacine Jernite, Harsh Jhamtani, Yangfeng Ji, Shailza Jolly, Dhruv Kumar, Faisal Ladhak, Aman Madaan, Mounica Maddela, Khyati Mahajan, Saad Mahamood, Bodhisattwa Prasad Majumder, Pedro Henrique Martins, Angelina McMillan-Major, Simon Mille, Emiel van Miltenburg, Moin Nadeem, Shashi Narayan, Vitaly Nikolaev, Rubungo Andre Niyongabo, Salomey Osei, Ankur Parikh, Laura Perez-Beltrachini, Niranjan Ramesh Rao, Vikas Raunak, Juan Diego Rodriguez, Sashank Santhanam, João Sedoc, Thibault Sellam, Samira Shaikh, Anastasia Shimorina, Marco Antonio Sobrevilla Cabezudo, Hendrik Strobelt, Nishant Subramani, Wei Xu, Diyi Yang, Akhila Yerukola, Jiawei Zhou
pdf | website

A Study of Automatic Metrics for the Evaluation of Natural Language Explanations
Miruna Adriana Clinciu, Arash Eshghi, H. Hastie
In Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume (EACL), 2021.
pdf | code | poster | slides

It’s Common Sense, isn’t it? Demystifying Human Evaluations in Commonsense-enhanced NLG systems
Miruna Clinciu*, Dimitra Gkatzia* and Saad Mahamood*
In Proceedings of the Workshop on Human Evaluation of NLP Systems (HumEval, EACL), 2021.
pdf | code | website | poster | presentation | video

2020
Twenty Years of Confusion in Human Evaluation: NLG Needs Evaluation Sheets and Standardised Definition
David Howcroft, Anya Belz, Miruna Clinciu, Dimitra Gkatzia, Sadid A. Hasan, Saad Mahamood, Simon Mille, Emiel van Miltenburg, Sashank Santhanam, and Verena Rieser
In Proceedings of the 13th International Conference on Natural Language Generation (INLG), 2020.
pdf | code

Let's Evaluate Explanations!
Miruna-Adriana Clinciu and Helen Hastie
In Proceedings of HRI 2020 Workshop on Test Methods and Metrics for Effective HRI in Real World Human-Robot Teams (Extended Abstract), 2020.
pdf

2019
A Survey of Explainable AI Terminology
Miruna-Adriana Clinciu and Helen Hastie
In Proceedings of the 1st Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence (NL4XAI, INLG), 2019.
pdf | slides