| 2025 | ACL | Prediction Hubs are Context-Informed Frequent Tokens in LLMs. | Beatrix Miranda Ginn Nielsen, Iuri Macocco, Marco Baroni |
| 2025 | ICLR | Emergence of a High-Dimensional Abstraction Phase in Language Transformers. | Emily Cheng, Diego Doimo, Corentin Kervadec, Iuri Macocco, Lei Yu, Alessandro Laio, Marco Baroni |
| 2024 | COLING | MemoryPrompt: A Light Wrapper to Improve Context Tracking in Pre-trained Language Models. | Nathanal Carraz Rakotonirina, Marco Baroni |
| 2023 | CVPR | Cross-Domain Image Captioning with Discriminative Finetuning. | Roberto Dess, Michele Bevilacqua, Eleonora Gualdoni, Nathanal Carraz Rakotonirina, Francesca Franzon, Marco Baroni |
| 2023 | EMNLP | Bridging Information-Theoretic and Geometric Compression in Language Models. | Emily Cheng, Corentin Kervadec, Marco Baroni |
| 2023 | EMNLP | Unnatural language processing: How do language models handle machine-generated prompts? | Corentin Kervadec, Francesca Franzon, Marco Baroni |
| 2023 | ICLR | Can discrete information extraction prompts generalize across language models? | Nathanal Carraz Rakotonirina, Roberto Dess, Fabio Petroni, Sebastian Riedel, Marco Baroni |
| 2022 | EMNLP | Emergent Language-Based Coordination In Deep Multi-Agent Systems. | Marco Baroni, Roberto Dess, Angeliki Lazaridou |
| 2022 | EMNLP | Communication breakdown: On the low mutual intelligibility between human and neural captioning. | Roberto Dess, Eleonora Gualdoni, Francesca Franzon, Gemma Boleda, Marco Baroni |
| 2020 | ACL | Compositionality and Generalization In Emergent Languages. | Rahma Chaabouni, Eugene Kharitonov, Diane Bouchacourt, Emmanuel Dupoux, Marco Baroni |
| 2020 | ICLR | Permutation Equivariant Models for Compositional Generalization in Language. | Jonathan Gordon, David Lopez-Paz, Marco Baroni, Diane Bouchacourt |
| 2020 | ICML | Entropy Minimization In Emergent Languages. | Eugene Kharitonov, Rahma Chaabouni, Diane Bouchacourt, Marco Baroni |
| 2019 | ACL | On the Distribution of Deep Clausal Embeddings: A Large Cross-linguistic Study. | Damin E. Blasi, Ryan Cotterell, Lawrence Wolf-Sonkin, Sabine Stoll, Balthasar Bickel, Marco Baroni |
| 2019 | ACL | Miss Tools and Mr Fruit: Emergent Communication in Agents Learning about Object Affordances. | Diane Bouchacourt, Marco Baroni |
| 2019 | ACL | Word-order Biases in Deep-agent Emergent Communication. | Rahma Chaabouni, Eugene Kharitonov, Alessandro Lazaric, Emmanuel Dupoux, Marco Baroni |
| 2019 | ACL | CNNs found to jump around more skillfully than RNNs: Compositional Generalization in Seq2seq Convolutional Networks. | Roberto Dess, Marco Baroni |
| 2019 | CogSci | Human few-shot learning of compositional instructions. | Brenden M. Lake, Tal Linzen, Marco Baroni |
| 2019 | EMNLP | EGG: a toolkit for research on Emergence of lanGuage in Games. | Eugene Kharitonov, Rahma Chaabouni, Diane Bouchacourt, Marco Baroni |
| 2019 | NAACL | The emergence of number and syntax units in LSTM language models. | Yair Lakretz, Germn Kruszewski, Theo Desbordes, Dieuwke Hupkes, Stanislas Dehaene, Marco Baroni |
| 2018 | ACL | What you can cram into a single \$&!#* vector: Probing sentence embeddings for linguistic properties. | Alexis Conneau, Germn Kruszewski, Guillaume Lample, Loc Barrault, Marco Baroni |
| 2018 | EDUCON | Solar Decathlon ME18 competition as a "learning by doing" experience for students: The case of the team HAAB. | Fabio Fantozzi, Francesco Leccese, Giacomo Salvadori, Nicola Spinelli, Martina Moggio, Chiara Pedonese, Luca Formicola, Elena Mangiavacchi, Marco Baroni, Stefano Vegnuti, Valeria Baldanzi, Marina Fontani, Giulia Mori, Roberto Forassiepi |
| 2018 | EMNLP | Jump to better conclusions: SCAN both left and right. | Jasmijn Bastings, Marco Baroni, Jason Weston, Kyunghyun Cho, Douwe Kiela |
| 2018 | EMNLP | How agents see things: On visual representations in an emergent language game. | Diane Bouchacourt, Marco Baroni |
| 2018 | EMNLP | Rearranging the Familiar: Testing Compositional Generalization in Recurrent Networks. | Joo Loula, Marco Baroni, Brenden M. Lake |
| 2018 | ICLR | Causal Discovery Using Proxy Variables. | Mateo Rojas-Carulla, Marco Baroni, David Lopez-Paz |
| 2018 | ICML | Generalization without Systematicity: On the Compositional Skills of Sequence-to-Sequence Recurrent Networks. | Brenden M. Lake, Marco Baroni |
| 2018 | NAACL | Colorless Green Recurrent Networks Dream Hierarchically. | Kristina Gulordava, Piotr Bojanowski, Edouard Grave, Tal Linzen, Marco Baroni |
| 2017 | CICLING | "Show Me the Cup": Reference with Continuous Representations. | Marco Baroni, Gemma Boleda, Sebastian Pad |
| 2017 | EMNLP | High-risk learning: acquiring new word vectors from tiny data. | Aurlie Herbelot, Marco Baroni |
| 2017 | ICLR | CommAI: Evaluating the first steps towards a useful general AI. | Marco Baroni, Armand Joulin, Allan Jabri, Germn Kruszewski, Angeliki Lazaridou, Klemen Simonic, Toms Mikolov |
| 2017 | ICLR | Multi-Agent Cooperation and the Emergence of (Natural) Language. | Angeliki Lazaridou, Alexander Peysakhovich, Marco Baroni |
| 2016 | ACL | The red one!: On learning to refer to things based on discriminative properties. | Angeliki Lazaridou, Nghia The Pham, Marco Baroni |
| 2016 | ACL | The LAMBADA dataset: Word prediction requiring a broad discourse context. | Denis Paperno, Germn Kruszewski, Angeliki Lazaridou, Quan Ngoc Pham, Raffaella Bernardi, Sandro Pezzelle, Marco Baroni, Gemma Boleda, Raquel Fernndez |
| 2016 | CICLING | A Roadmap Towards Machine Intelligence. | Toms Mikolov, Armand Joulin, Marco Baroni |
| 2016 | NAACL | Multimodal Semantic Learning from Child-Directed Input. | Angeliki Lazaridou, Grzegorz Chrupala, Raquel Fernndez, Marco Baroni |
| 2015 | ACL | Hubness and Pollution: Delving into Cross-Space Mapping for Zero-Shot Learning. | Angeliki Lazaridou, Georgiana Dinu, Marco Baroni |
| 2015 | ACL | Jointly optimizing word representations for lexical and sentential tasks with the C-PHRASE model. | Nghia The Pham, Germn Kruszewski, Angeliki Lazaridou, Marco Baroni |
| 2015 | ACL | A Multitask Objective to Inject Lexical Contrast into Distributional Semantics. | Nghia The Pham, Angeliki Lazaridou, Marco Baroni |
| 2015 | EMNLP | Distributional vectors encode referential attributes. | Abhijeet Gupta, Gemma Boleda, Marco Baroni, Sebastian Pad |
| 2015 | NAACL | So similar and yet incompatible: Toward the automated identification of semantically compatible words. | Germn Kruszewski, Marco Baroni |
| 2015 | NAACL | Combining Language and Vision with a Multimodal Skip-gram Model. | Angeliki Lazaridou, Nghia The Pham, Marco Baroni |
| 2014 | ACL | Don't count, predict! A systematic comparison of context-counting vs. context-predicting semantic vectors. | Marco Baroni, Georgiana Dinu, Germn Kruszewski |
| 2014 | ACL | How to make words with vectors: Phrase generation in distributional semantics. | Georgiana Dinu, Marco Baroni |
| 2014 | ACL | Is this a wampimuk? Cross-modal mapping between distributional semantics and the visual world. | Angeliki Lazaridou, Elia Bruni, Marco Baroni |
| 2014 | ACL | A practical and linguistically-motivated approach to compositional distributional semantics. | Denis Paperno, Nghia The Pham, Marco Baroni |
| 2014 | EACL | Improving the Lexical Function Composition Model with Pathwise Optimized Elastic-Net Regression. | Jiming Li, Marco Baroni, Georgiana Dinu |
| 2014 | LREC | A SICK cure for the evaluation of compositional distributional semantic models. | Marco Marelli, Stefano Menini, Marco Baroni, Luisa Bentivogli, Raffaella Bernardi, Roberto Zamparelli |
| 2013 | ACL | A relatedness benchmark to test the role of determiners in compositional distributional semantics. | Raffaella Bernardi, Georgiana Dinu, Marco Marelli, Marco Baroni |
| 2013 | ACL | Visual Features for Linguists: Basic image analysis techniques for multimodally-curious NLPers. | Elia Bruni, Marco Baroni |
| 2013 | ACL | DISSECT - DIStributional SEmantics Composition Toolkit. | Georgiana Dinu, Nghia The Pham, Marco Baroni |
| 2013 | ACL | General estimation and evaluation of compositional distributional semantic models. | Georgiana Dinu, Nghia The Pham, Marco Baroni |
| 2013 | ACL | Compositional-ly Derived Representations of Morphologically Complex Words in Distributional Semantics. | Angeliki Lazaridou, Marco Marelli, Roberto Zamparelli, Marco Baroni |
| 2013 | EMNLP | Of Words, Eyes and Brains: Correlating Image-Based Distributional Semantic Models with Neural Representations of Concepts. | Andrew J. Anderson, Elia Bruni, Ulisse Bordignon, Massimo Poesio, Marco Baroni |
| 2013 | EMNLP | Fish Transporters and Miracle Homes: How Compositional Distributional Semantics can Help NP Parsing. | Angeliki Lazaridou, Eva Maria Vecchi, Marco Baroni |
| 2013 | EMNLP | Studying the Recursive Behaviour of Adjectival Modification with Compositional Distributional Semantics. | Eva Maria Vecchi, Roberto Zamparelli, Marco Baroni |
| 2012 | ACL | Distributional Semantics in Technicolor. | Elia Bruni, Gemma Boleda, Marco Baroni, Nam-Khanh Tran |
| 2012 | EACL | Entailment above the word level in distributional semantics. | Marco Baroni, Raffaella Bernardi, Ngoc-Quynh Do, Chung-chieh Shan |
| 2010 | EMNLP | Nouns are Vectors, Adjectives are Matrices: Representing Adjective-Noun Constructions in Semantic Space. | Marco Baroni, Roberto Zamparelli |
| 2010 | LREC | BabyExp: Constructing a Huge Multimodal Resource to Acquire Commonsense Knowledge Like Children Do. | Massimo Poesio, Marco Baroni, Oswald Lanz, Alessandro Lenci, Alexandros Potamianos, Hinrich Schtze, Sabine Schulte im Walde, Luca Surian |
| 2009 | EMNLP | EEG responds to conceptual stimuli and corpus semantics. | Brian Murphy, Marco Baroni, Massimo Poesio |
| 2008 | LREC | Cleaneval: a Competition for Cleaning Web Pages. | Marco Baroni, Francis Chantree, Adam Kilgarriff, Serge Sharoff |
| 2007 | ACL | zipfR: Word Frequency Modeling in R. | Stefan Evert, Marco Baroni |
| 2007 | ACL | Words and Echoes: Assessing and Mitigating the Non-Randomness Problem in Word Frequency Distribution Modeling. | Marco Baroni, Stefan Evert |
| 2006 | EACL | Large Linguistically-Processed Web Corpora for Multiple Languages. | Marco Baroni, Adam Kilgarriff |
| 2006 | EACL | A Figure of Merit for the Evaluation of Web-Corpus Randomness. | Massimiliano Ciaramita, Marco Baroni |
| 2006 | EAMT | WebBootCaT. Instant Domain-Specific Corpora to Support Human Translators. | Marco Baroni, Adam Kilgarriff, Jan Pomiklek, Pavel Rychl |
| 2004 | LREC | Using Cooccurrence Statistics and the Web to Discover Synonyms in a Technical Language. | Marco Baroni, Sabrina Bisi |
| 2004 | LREC | BootCaT: Bootstrapping Corpora and Terms from the Web. | Marco Baroni, Silvia Bernardini |
| 2004 | LREC | Introducing the La Repubblica Corpus: A Large, Annotated, TEI(XML)-compliant Corpus of Newspaper Italian. | Marco Baroni, Silvia Bernardini, Federica Comastri, Lorenzo Piccioni, Alessandra Volpi, Guy Aston, Marco Mazzoleni |
| 2002 | COLING | Wordform- and Class-based Prediction of the Components of German Nominal Compounds in an AAC System. | Marco Baroni, Johannes Matiasek, Harald Trost |
| 2002 | ECAI | Predicting the Components of German Nominal Compounds. | Marco Baroni, Johannes Matiasek, Harald Trost |
| 2002 | ICCHP | FASTY - A Multi-lingual Approach to Text Prediction. | Johannes Matiasek, Marco Baroni, Harald Trost |