Grounding the Lexical Sets of Causative-Inchoative Verbs with Word Embedding. - Edoardo Maria Ponti; Elisabetta Jezek; Bernardo Magnini (CLiC-it/EVALITA, 2016)

Divergence from Syntax to Linear Order in Ancient Greek Lexical Networks. - Edoardo Maria Ponti (FLAIRS, 2016)

Differentia compositionem facit. A Slower-Paced and Reliable Parser for Latin. - Edoardo Maria Ponti; Marco Passarotti (LREC, 2016)

Event-Related Features in Feedforward Neural Networks Contribute to Identifying Causal Relations in Discourse. - Edoardo Maria Ponti; Anna Korhonen (LSDSem@EACL, 2017)

Decoding Sentiment from Distributed Representations of Sentences. - Edoardo Maria Ponti; Ivan Vulic; Anna Korhonen (*SEM, 2017)

Isomorphic Transfer of Syntactic Structures in Cross-Lingual NLP. - Edoardo Maria Ponti; Roi Reichart; Anna Korhonen; Ivan Vulic (ACL (1), 2018)

On the Relation between Linguistic Typology and (Limitations of) Multilingual Language Modeling. - Daniela Gerz; Ivan Vulic; Edoardo Maria Ponti; Roi Reichart; Anna Korhonen (EMNLP, 2018)

Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization. - Edoardo Maria Ponti; Ivan Vulic; Goran Glavas; Nikola Mrksic; Anna Korhonen (EMNLP, 2018)

Language Modeling for Morphologically Rich Languages: Character-Aware Modeling for Word-Level Prediction. - Daniela Gerz; Ivan Vulic; Edoardo Maria Ponti; Jason Naradowsky; Roi Reichart; Anna Korhonen (Trans. Assoc. Comput. Linguistics, 2018)

Semantic Specialization of Distributional Word Vectors. - Goran Glavas; Edoardo Maria Ponti; Ivan Vulic (EMNLP/IJCNLP (2), 2019)

Towards Zero-shot Language Modeling. - Edoardo Maria Ponti; Ivan Vulic; Ryan Cotterell; Roi Reichart; Anna Korhonen (EMNLP/IJCNLP (1), 2019)

Cross-lingual Semantic Specialization via Lexical Relation Induction. - Edoardo Maria Ponti; Ivan Vulic; Goran Glavas; Roi Reichart; Anna Korhonen (EMNLP/IJCNLP (1), 2019)

Specializing Distributional Vectors of All Words for Lexical Entailment. - Aishwarya Kamath; Jonas Pfeiffer; Edoardo Maria Ponti; Goran Glavas; Ivan Vulic (RepL4NLP@ACL, 2019)

Modeling Language Variation and Universals: A Survey on Typological Linguistics for Natural Language Processing. - Edoardo Maria Ponti; Helen O'Horan; Yevgeni Berzak; Ivan Vulic; Roi Reichart; Thierry Poibeau; Ekaterina Shutova; Anna Korhonen (Comput. Linguistics, 2019)

Informing Unsupervised Pretraining with External Linguistic Knowledge. - Anne Lauscher; Ivan Vulic; Edoardo Maria Ponti; Anna Korhonen; Goran Glavas (CoRR, 2019)

Specializing Unsupervised Pretraining Models for Word-Level Semantic Similarity. - Anne Lauscher; Ivan Vulic; Edoardo Maria Ponti; Anna Korhonen; Goran Glavas (COLING, 2020)

Emergent Communication Pretraining for Few-Shot Machine Translation. - Yaoyiran Li; Edoardo Maria Ponti; Ivan Vulic; Anna Korhonen (COLING, 2020)

Internal and External Pressures on Language Emergence: Least Effort, Object Constancy and Frequency. - Diana Rodríguez Luna; Edoardo Maria Ponti; Dieuwke Hupkes; Elia Bruni (EMNLP (Findings), 2020)

XCOPA: A Multilingual Dataset for Causal Commonsense Reasoning. - Edoardo Maria Ponti; Goran Glavas; Olga Majewska; Qianchu Liu; Ivan Vulic; Anna Korhonen (EMNLP (1), 2020)

Probing Pretrained Language Models for Lexical Semantics. - Ivan Vulic; Edoardo Maria Ponti; Robert Litschko; Goran Glavas; Anna Korhonen (EMNLP (1), 2020)

SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection. - Ekaterina Vylomova; Jennifer C. White; Elizabeth Salesky; Sabrina J. Mielke; Shijie Wu; Edoardo Maria Ponti; Rowan Hall Maudslay; Ran Zmigrod; Josef Valvoda; Svetlana Toldova; Francis M. Tyers; Elena Klyachko; et al. (SIGMORPHON, 2020)

Multi-SimLex: A Large-Scale Evaluation of Multilingual and Crosslingual Lexical Semantic Similarity. - Ivan Vulic; Simon Baker; Edoardo Maria Ponti; Ulla Petti; Ira Leviant; Kelly Wing; Olga Majewska; Eden Bar; Matt Malone; Thierry Poibeau; Roi Reichart; Anna Korhonen (Comput. Linguistics, 2020)

Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity. - Ivan Vulic; Simon Baker; Edoardo Maria Ponti; Ulla Petti; Ira Leviant; Kelly Wing; Olga Majewska; Eden Bar; Matt Malone; Thierry Poibeau; Roi Reichart; Anna Korhonen (CoRR, 2020)

SIGTYP 2020 Shared Task: Prediction of Typological Features. - Johannes Bjerva; Elizabeth Salesky; Sabrina J. Mielke; Aditi Chaudhary; Giuseppe G. A. Celano; Edoardo Maria Ponti; Ekaterina Vylomova; Ryan Cotterell; Isabelle Augenstein (CoRR, 2020)

Verb Knowledge Injection for Multilingual Event Processing. - Olga Majewska; Ivan Vulic; Goran Glavas; Edoardo Maria Ponti; Anna Korhonen (ACL/IJCNLP (1), 2021)

Minimax and Neyman-Pearson Meta-Learning for Outlier Languages. - Edoardo Maria Ponti; Rahul Aralikatte; Disha Shrivastava; Siva Reddy; Anders Søgaard (ACL/IJCNLP (Findings), 2021)

LexFit: Lexical Fine-Tuning of Pretrained Language Models. - Ivan Vulic; Edoardo Maria Ponti; Anna Korhonen; Goran Glavas (ACL/IJCNLP (1), 2021)

Visually Grounded Reasoning across Languages and Cultures. - Fangyu Liu 001; Emanuele Bugliarello; Edoardo Maria Ponti; Siva Reddy; Nigel Collier; Desmond Elliott (EMNLP (1), 2021)

MAD-G: Multilingual Adapter Generation for Efficient Cross-Lingual Transfer. - Alan Ansell; Edoardo Maria Ponti; Jonas Pfeiffer; Sebastian Ruder; Goran Glavas; Ivan Vulic; Anna Korhonen (EMNLP (Findings), 2021)

AM2iCo: Evaluating Word Meaning in Context across Low-Resource Languages with Adversarial Examples. - Qianchu Liu; Edoardo Maria Ponti; Diana McCarthy; Ivan Vulic; Anna Korhonen (EMNLP (1), 2021)

Differentiable Generative Phonology. - Shijie Wu; Edoardo Maria Ponti; Ryan Cotterell (CoRR, 2021)

AM2iCo: Evaluating Word Meaning in Context across Low-ResourceLanguages with Adversarial Examples. - Qianchu Liu; Edoardo Maria Ponti; Diana McCarthy; Ivan Vulic; Anna Korhonen (CoRR, 2021)

SIGTYP 2021 Shared Task: Robust Spoken Language Identification. - Elizabeth Salesky; Badr M. Abdullah; Sabrina J. Mielke; Elena Klyachko; Oleg Serikov; Edoardo Maria Ponti; Ritesh Kumar 002; Ryan Cotterell; Ekaterina Vylomova (CoRR, 2021)

Modelling Latent Translations for Cross-Lingual Transfer. - Edoardo Maria Ponti; Julia Kreutzer; Ivan Vulic; Siva Reddy (CoRR, 2021)

Parameter Space Factorization for Zero-Shot Learning across Tasks and Languages. - Edoardo Maria Ponti; Ivan Vulic; Ryan Cotterell; Marinela Parovic; Roi Reichart; Anna Korhonen (Trans. Assoc. Comput. Linguistics, 2021)

Composable Sparse Fine-Tuning for Cross-Lingual Transfer. - Alan Ansell; Edoardo Maria Ponti; Anna Korhonen; Ivan Vulic (ACL (1), 2022)

Image Retrieval from Contextual Descriptions. - Benno Krojer; Vaibhav Adlakha; Vibhav Vineet; Yash Goyal; Edoardo Maria Ponti; Siva Reddy (ACL (1), 2022)

Natural Language Processing for Multilingual Task-Oriented Dialogue. - Evgeniia Razumovskaia; Goran Glavas; Olga Majewska; Edoardo Maria Ponti; Ivan Vulic (ACL (tutorial), 2022)

IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages. - Emanuele Bugliarello; Fangyu Liu 001; Jonas Pfeiffer; Siva Reddy; Desmond Elliott; Edoardo Maria Ponti; Ivan Vulic (ICML, 2022)

UniMorph 4.0: Universal Morphology. - Khuyagbaatar Batsuren; Omer Goldman; Salam Khalifa; Nizar Habash; Witold Kieras; Gábor Bella; Brian Leonard; Garrett Nicolai; Kyle Gorman; Yustinus Ghanggo Ate; Maria Ryskina; Sabrina J. Mielke; et al. (LREC, 2022)

Same Neurons, Different Languages: Probing Morphosyntax in Multilingual Pre-trained Models. - Karolina Stanczak; Edoardo M. Ponti; Lucas Torroba Hennigen; Ryan Cotterell; Isabelle Augenstein (NAACL-HLT, 2022)

On Interpretable Reranking-Based Dependency Parsing Systems. - Florian Schottmann; Vincent Fortuin; Edoardo M. Ponti; Ryan Cotterell (SwissText, 2022)

Combining Modular Skills in Multitask Learning. - Edoardo Maria Ponti; Alessandro Sordoni; Siva Reddy (CoRR, 2022)

Exposing Cross-Lingual Lexical Knowledge from Multilingual Sentence Encoders. - Ivan Vulic; Goran Glavas; Fangyu Liu 001; Nigel Collier; Edoardo Maria Ponti; Anna Korhonen (CoRR, 2022)

Multi-Head Adapter Routing for Data-Efficient Fine-Tuning. - Lucas Caccia; Edoardo Maria Ponti; Lucas Liu; Matheus Pereira; Nicolas Le Roux; Alessandro Sordoni (CoRR, 2022)

Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems. - Evgeniia Razumovskaia; Goran Glavas; Olga Majewska; Edoardo Maria Ponti; Anna Korhonen; Ivan Vulic (J. Artif. Intell. Res., 2022)

FaithDial: A Faithful Benchmark for Information-Seeking Dialogue. - Nouha Dziri; Ehsan Kamalloo; Sivan Milton; Osmar R. Zaïane; Mo Yu; Edoardo Maria Ponti; Siva Reddy (Trans. Assoc. Comput. Linguistics, 2022)

Distilling Efficient Language-Specific Models for Cross-Lingual Transfer. - Alan Ansell; Edoardo Maria Ponti; Anna Korhonen; Ivan Vulic (ACL (Findings), 2023)

Efficient Transformers with Dynamic Token Pooling. - Piotr Nawrot; Jan Chorowski; Adrian Lancucki; Edoardo Maria Ponti (ACL (1), 2023)

Combining Parameter-efficient Modules for Task-level Generalisation. - Edoardo Maria Ponti; Alessandro Sordoni; Yoshua Bengio; Siva Reddy (EACL, 2023)

Probing Cross-Lingual Lexical Knowledge from Multilingual Sentence Encoders. - Ivan Vulic; Goran Glavas; Fangyu Liu 001; Nigel Collier; Edoardo Maria Ponti; Anna Korhonen (EACL, 2023)

Unifying Cross-Lingual Transfer across Scenarios of Resource Scarcity. - Alan Ansell; Marinela Parovic; Ivan Vulic; Anna Korhonen; Edoardo M. Ponti (EMNLP, 2023)

Detecting and Mitigating Hallucinations in Multilingual Summarisation. - Yifu Qiu; Yftah Ziser; Anna Korhonen; Edoardo Maria Ponti; Shay B. Cohen (EMNLP, 2023)

Multi-Head Adapter Routing for Cross-Task Generalization. - Lucas Page-Caccia; Edoardo Maria Ponti; Zhan Su 002; Matheus Pereira; Nicolas Le Roux; Alessandro Sordoni (NeurIPS, 2023)

Are Large Language Models Temporally Grounded? - Yifu Qiu; Zheng Zhao 005; Yftah Ziser; Anna Korhonen; Edoardo M. Ponti; Shay B. Cohen (CoRR, 2023)

Cross-Lingual Dialogue Dataset Creation via Outline-Based Generation. - Olga Majewska; Evgeniia Razumovskaia; Edoardo Maria Ponti; Ivan Vulic; Anna Korhonen (Trans. Assoc. Comput. Linguistics, 2023)

Modular Deep Learning. - Jonas Pfeiffer; Sebastian Ruder; Ivan Vulic; Edoardo M. Ponti (Trans. Mach. Learn. Res., 2023)

Probing the Emergence of Cross-lingual Alignment during LLM Training. - Hetong Wang; Pasquale Minervini; Edoardo M. Ponti (ACL (Findings), 2024)

Model Merging by Uncertainty-Based Gradient Matching. - Nico Daheim; Thomas Möllenhoff; Edoardo M. Ponti; Iryna Gurevych; Mohammad Emtiyaz Khan (ICLR, 2024)

On the Independence Assumption in Neurosymbolic Learning. - Emile van Krieken; Pasquale Minervini; Edoardo M. Ponti; Antonio Vergari (ICML, 2024)

Dynamic Memory Compression: Retrofitting LLMs for Accelerated Inference. - Piotr Nawrot; Adrian Lancucki; Marcin Chochowski; David Tarjan; Edoardo M. Ponti (ICML, 2024)

Towards Modular LLMs by Building and Reusing a Library of LoRAs. - Oleksiy Ostapenko; Zhan Su 002; Edoardo M. Ponti; Laurent Charlin; Nicolas Le Roux; Lucas Caccia; Alessandro Sordoni (ICML, 2024)

Elastic Weight Removal for Faithful and Abstractive Dialogue Generation. - Nico Daheim; Nouha Dziri; Mrinmaya Sachan; Iryna Gurevych; Edoardo M. Ponti (NAACL-HLT, 2024)

Are Large Language Model Temporally Grounded? - Yifu Qiu; Zheng Zhao 005; Yftah Ziser; Anna Korhonen; Edoardo Maria Ponti; Shay B. Cohen (NAACL-HLT, 2024)

Zero-Shot Tokenizer Transfer. - Benjamin Minixhofer; Edoardo Maria Ponti; Ivan Vulic (NeurIPS, 2024)

Spectral Editing of Activations for Large Language Model Alignment. - Yifu Qiu; Zheng Zhao 005; Yftah Ziser; Anna Korhonen; Edoardo Maria Ponti; Shay B. Cohen (NeurIPS, 2024)

Scaling Sparse Fine-Tuning to Large Language Models. - Alan Ansell; Ivan Vulic; Hannah Sterz; Anna Korhonen; Edoardo M. Ponti (CoRR, 2024)

Fine-tuning Large Language Models with Sequential Instructions. - Hanxu Hu; Pinzhen Chen; Edoardo M. Ponti (CoRR, 2024)

Towards Modular LLMs by Building and Reusing a Library of LoRAs. - Oleksiy Ostapenko; Zhan Su 002; Edoardo Maria Ponti; Laurent Charlin; Nicolas Le Roux; Matheus Pereira; Lucas Caccia; Alessandro Sordoni (CoRR, 2024)

MoE-CAP: Cost-Accuracy-Performance Benchmarking for Mixture-of-Experts Systems. - Yao Fu; Yinsicheng Jiang; Yeqi Huang; Ping Nie; Zhan Lu; Leyang Xue; Congjie He; Man-Kit Sit; Jilong Xue; Li Dong; Ziming Miao; Kai Zou; et al. (CoRR, 2024)

The Cross-linguistic Role of Animacy in Grammar Structures. - Nina Gregorio; Matteo Gay; Sharon Goldwater; Edoardo M. Ponti (ACL (1), 2025)

Mixtures of In-Context Learners. - Giwon Hong; Emile van Krieken; Edoardo Maria Ponti; Nikolay Malkin; Pasquale Minervini (ACL (1), 2025)

Post-hoc Reward Calibration: A Case Study on Length Bias. - Zeyu Huang; Zihan Qiu; Zili Wang; Edoardo M. Ponti; Ivan Titov 001 (ICLR, 2025)

Cross-Lingual and Cross-Cultural Variation in Image Descriptions. - Uri Berger; Edoardo M. Ponti (NAACL (Long Papers), 2025)

A Grounded Typology of Word Classes. - Coleman Haley; Sharon Goldwater; Edoardo M. Ponti (NAACL (Long Papers), 2025)

Fine-Tuning Large Language Models with Sequential Instructions. - Hanxu Hu; Simon Yu; Pinzhen Chen; Edoardo M. Ponti (NAACL (Long Papers), 2025)

Training Plug-n-Play Knowledge Modules with Deep Context Distillation. - Lucas Caccia; Alan Ansell; Edoardo M. Ponti; Ivan Vulic; Alessandro Sordoni (CoRR, 2025)

Cross-Tokenizer Distillation via Approximate Likelihood Matching. - Benjamin Minixhofer; Ivan Vulic; Edoardo Maria Ponti (CoRR, 2025)

The Sparse Frontier: Sparse Attention Trade-offs in Transformer LLMs. - Piotr Nawrot; Robert Li; Renjie Huang; Sebastian Ruder; Kelly Marchisio; Edoardo M. Ponti (CoRR, 2025)

MoE-CAP: Benchmarking Cost, Accuracy and Performance of Sparse Mixture-of-Experts Systems. - Yinsicheng Jiang; Yao Fu; Yeqi Huang; Ping Nie; Zhan Lu; Leyang Xue; Congjie He; Man-Kit Sit; Jilong Xue; Li Dong; Ziming Miao; Dayou Du; et al. (CoRR, 2025)

Neurosymbolic Diffusion Models. - Emile van Krieken; Pasquale Minervini; Edoardo M. Ponti; Antonio Vergari (CoRR, 2025)

Inference-Time Hyper-Scaling with KV Cache Compression. - Adrian Lancucki; Konrad Staniszewski; Piotr Nawrot; Edoardo M. Ponti (CoRR, 2025)

Bootstrapping World Models from Dynamics Models in Multimodal Foundation Models. - Yifu Qiu; Yftah Ziser; Anna Korhonen; Shay B. Cohen; Edoardo M. Ponti (CoRR, 2025)

Blending Supervised and Reinforcement Fine-Tuning with Prefix Sampling. - Zeyu Huang; Tianhao Cheng; Zihan Qiu; Zili Wang; Yinghui Xu; Edoardo M. Ponti; Ivan Titov 001 (CoRR, 2025)

Neurosymbolic Reasoning Shortcuts under the Independence Assumption. - Emile van Krieken; Pasquale Minervini; Edoardo Maria Ponti; Antonio Vergari (CoRR, 2025)