| 2025 | ACL | Guardrails and Security for LLMs: Safe, Secure and Controllable Steering of LLM Applications. | Traian Rebedea, Leon Derczynski, Shaona Ghosh, Makesh Narsimhan Sreedhar, Faeze Brahman, Liwei Jiang, Bo Li, Yulia Tsvetkov, Christopher Parisien, Yejin Choi |
| 2025 | AIAI | Domain Adaptation for Automated Tag Prediction in Competitive Programming. | Ion George Dinu, Marian Cristian Mihaescu, Traian Rebedea |
| 2025 | EMNLP | MultiMatch: Multihead Consistency Regularization Matching for Semi-Supervised Text Classification. | Iustin Sirbu, Robert-Adrian Popovici, Cornelia Caragea, Stefan Trausan-Matu, Traian Rebedea |
| 2025 | EMNLP | Safety Through Reasoning: An Empirical Study of Reasoning Guardrail Models. | Makesh Narsimhan Sreedhar, Traian Rebedea, Christopher Parisien |
| 2025 | NAACL | AEGIS2.0: A Diverse AI Safety Dataset and Risks Taxonomy for Alignment of LLM Guardrails. | Shaona Ghosh, Prasoon Varshney, Makesh Narsimhan Sreedhar, Aishwarya Padmakumar, Traian Rebedea, Jibin Rajan Varghese, Christopher Parisien |
| 2024 | ACL | GunStance: Stance Detection for Gun Control and Gun Regulation. | Nikesh Gyawali, Iustin Sirbu, Tiberiu Sosea, Sarthak Khanal, Doina Caragea, Traian Rebedea, Cornelia Caragea |
| 2024 | EMNLP | “Vorbești Romnește?” A Recipe to Train Powerful Romanian LLMs with English Instructions. | Mihai Masala, Denis C. Ilie-Ablachim, Alexandru Dima, Dragos-Georgian Corlatescu, Miruna-Andreea Zavelca, Ovio Olaru, Simina-Maria Terian, Andrei Terian, Marius Leordeanu, Horia Velicu, Marius Popescu, Mihai Dascalu, Traian Rebedea |
| 2024 | EMNLP | CantTalkAboutThis: Aligning Language Models to Stay on Topic in Dialogues. | Makesh Narsimhan Sreedhar, Traian Rebedea, Shaona Ghosh, Jiaqi Zeng, Christopher Parisien |
| 2024 | EMNLP | Unsupervised Extraction of Dialogue Policies from Conversations. | Makesh Narsimhan Sreedhar, Traian Rebedea, Christopher Parisien |
| 2024 | ICALT | Matching Problem Statements to Editorials in Competitive Programming. | Ion George Dinu, Cristian Mihaescu, Traian Rebedea |
| 2024 | ICALT | Classification of Relevant Comments from Competitive Programming Discussions. | Alexandru Stefan Stoica, Traian Rebedea, Daniel Babiceanu, Cristian Mihaescu |
| 2023 | EMNLP | NeMo Guardrails: A Toolkit for Controllable and Safe LLM Applications with Programmable Rails. | Traian Rebedea, Razvan Dinu, Makesh Narsimhan Sreedhar, Christopher Parisien, Jonathan Cohen |
| 2023 | ICCCI | Complexity-Based Code Embeddings. | Rares Folea, Radu Cristian Alexandru Iacob, Emil Slusanschi, Traian Rebedea |
| 2022 | COLING | Multimodal Semi-supervised Learning for Disaster Tweet Classification. | Iustin Sirbu, Tiberiu Sosea, Cornelia Caragea, Doina Caragea, Traian Rebedea |
| 2022 | ICONIP | Disentangling Exploration and Exploitation in Deep Reinforcement Learning Using Contingency Awareness. | Ionel Hosu, Traian Rebedea, Stefan Trausan-Matu |
| 2022 | KES | More with Less: ZeroQA and Relevant Subset Selection for AI2 Reasoning Challenge. | Cristian-Bogdan Patrascu, George-Sebastian Pirtoaca, Traian Rebedea, Stefan Ruseti |
| 2022 | LREC | Distilling the Knowledge of Romanian BERTs Using Multiple Teachers. | Andrei-Marius Avram, Darius Catrina, Dumitru-Clementin Cercel, Mihai Dascalu, Traian Rebedea, Vasile Florian Pais, Dan Tufis |
| 2021 | EACL | BART-TL: Weakly-Supervised Topic Label Generation. | Cristian Popa, Traian Rebedea |
| 2021 | ICONIP | Ego Networks. | Andrei Marin, Traian Rebedea, Ionel-Alexandru Hosu |
| 2021 | IDEAL | Combining Encoplot and NLP Based Deep Learning for Plagiarism Detection. | Ciprian Amzuloiu, Marian Cristian Mihaescu, Traian Rebedea |
| 2021 | IDEAL | Unsupervised Detection of Solving Strategies for Competitive Programming. | Alexandru Stefan Stoica, Daniel Babiceanu, Marian Cristian Mihaescu, Traian Rebedea |
| 2020 | COLING | Neural Approaches for Natural Language Interfaces to Databases: A Survey. | Radu Cristian Alexandru Iacob, Florin Brad, Elena Simona Apostol, Ciprian-Octavian Truica, Ionel-Alexandru Hosu, Traian Rebedea |
| 2020 | ICCCI | An Efficient Solution for People Tracking and Profiling from Video Streams Using Low-Power Compute. | Marius Eduard Cojocea, Traian Rebedea |
| 2019 | EMNLP | Answering questions by learning to rank - Learning to rank by answering questions. | George-Sebastian Pirtoaca, Traian Rebedea, Stefan Ruseti |
| 2019 | IJCNN | Improving Retrieval-Based Question Answering with Deep Inference Models. | George-Sebastian Pirtoaca, Traian Rebedea, Stefan Ruseti |
| 2019 | RANLP | Cross-Domain Training for Goal-Oriented Conversational Agents. | Alexandra Maria Bodirlau, Stefania Budulan, Traian Rebedea |
| 2019 | SYNASC | Source Code Vulnerabilities Detection Using Loosely Coupled Data and Control Flows. | Sergiu Zaharia, Traian Rebedea, Stefan Trausan-Matu |
| 2018 | AIED | Identifying Implicit Links in CSCL Chats Using String Kernels and Neural Networks. | Mihai Masala, Stefan Ruseti, Gabriel Gutu-Robu, Traian Rebedea, Mihai Dascalu, Stefan Trausan-Matu |
| 2018 | COLING | Natural Language Interface for Databases Using a Dual-Encoder Model. | Ionel-Alexandru Hosu, Radu Cristian Alexandru Iacob, Florin Brad, Stefan Ruseti, Traian Rebedea |
| 2018 | ECIR | Improving Deep Learning for Multiple Choice Question Answering with Candidate Contexts. | Bogdan Nicula, Stefan Ruseti, Traian Rebedea |
| 2018 | ICTAI | A Syntax-Guided Neural Model for Natural Language Interfaces to Databases. | Florin Brad, Radu Cristian Alexandru Iacob, Ionel-Alexandru Hosu, Stefan Ruseti, Traian Rebedea |
| 2017 | ICCCI | Deep Neural Networks for Matching Online Social Networking Profiles. | Vicentiu-Marian Ciorbaru, Traian Rebedea |
| 2017 | ICALT | Unlocking the Power of Word2Vec for Identifying Implicit Links. | Gabriel Gutu, Mihai Dascalu, Stefan Ruseti, Traian Rebedea, Stefan Trausan-Matu |
| 2017 | IJCNLP | Dataset for a Neural Natural Language Interface for Databases (NNLIDB). | Florin Brad, Radu Cristian Alexandru Iacob, Ionel-Alexandru Hosu, Traian Rebedea |
| 2017 | INLG | Neural Paraphrase Generation using Transfer Learning. | Florin Brad, Traian Rebedea |
| 2017 | KES | Sentence selection with neural networks using string kernels. | Mihai Masala, Stefan Ruseti, Traian Rebedea |
| 2015 | ICONIP | Continuous User Authentication Using Machine Learning on Touch Dynamics. | Stefania Budulan, Elena Burceanu, Traian Rebedea, Costin Chiru |
| 2014 | ICTAI | Detecting and Describing Historical Periods in a Large Corpora. | Tiberiu Popa, Traian Rebedea, Costin-Gabriel Chiru |
| 2014 | WEBIST | Comparison between LSA-LDA-Lexical Chains. | Costin-Gabriel Chiru, Traian Rebedea, Silvia Ciotec |
| 2014 | WEBIST | Using PageRank for Detecting the Attraction between Participants and Topics in a Conversation. | Costin-Gabriel Chiru, Traian Rebedea, Adriana Erbaru |
| 2013 | ICCCI | WikiDetect: Automatic Vandalism Detection for Wikipedia Using Linguistic Features. | Dan Cioiu, Traian Rebedea |
| 2012 | ICALT | A System for the Automatic Analysis of Computer-Supported Collaborative Learning Chats. | Stefan Trausan-Matu, Mihai Dascalu, Traian Rebedea |
| 2011 | ISMIS | Repetition and Rhythmicity Based Assessment Model for Chat Conversations. | Costin-Gabriel Chiru, Valentin Cojocaru, Stefan Trausan-Matu, Traian Rebedea, Dan Mihaila |
| 2010 | AIMSA | A Deep Insight in Chat Analysis: Collaboration, Evolution and Evaluation, Summarization and Search. | Mihai Dascalu, Traian Rebedea, Stefan Trausan-Matu |
| 2010 | CICLING | A Polyphonic Model and System for Inter-animation Analysis in Chat Conversations with Multiple Participants. | Stefan Trausan-Matu, Traian Rebedea |
| 2010 | CSEDU | Automatic Feedback System for Collaborative Learning using Chats and Forums. | Traian Rebedea, Stefan Trausan-Matu, Costin-Gabriel Chiru |
| 2010 | ICSoft | Malapropisms Detection and Correction using a Paronyms Dictionary, a Search Engine and Wordnet. | Costin-Gabriel Chiru, Valentin Cojocaru, Traian Rebedea, Stefan Trausan-Matu |
| 2010 | ICSoft | Filling the Gaps using Google 5-Grams Corpus. | Costin-Gabriel Chiru, Andrei Hanganu, Traian Rebedea, Stefan Trausan-Matu |
| 2008 | ISMIS | Autonomous News Clustering and Classification for an Intelligent Web Portal. | Traian Rebedea, Stefan Trausan-Matu |