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SylloBio-NLI: Evaluating Large Language Models on Biomedical Syllogistic Reasoning, Magdalena Wysocka, Danilo Carvalho, Oskar Wysocki, Marco Valentino and Andre Freitas, in: Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics, 2025
Inductive Learning of Logical Theories with LLMs: A Complexity-graded Analysis, João Gandarela, Danilo Carvalho and Andre Freitas, in: The 39th Annual AAAI Conference on Artificial Intelligence, 2025
Accelerating Antibiotic Discovery with Large Language Models and Knowledge Graphs, Maxime Delmas, Magdalena Wysocka, Danilo Gusicuma and Andre Freitas, in: 63rd Annual Meeting of the Association for Computational Linguistics, Vienna, pages 693–705, Association for Computational Linguistics, 2025
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TableDC: Deep Clustering for Tabular Data, Hafiz Rauf, Andre Freitas and Norman Paton, in: ACM SIGMOD International Conference on Management of Data, 2025
Gem: Gaussian Mixture Model Embeddings for Numerical Feature Distributions, Hafiz Rauf, Alex Bogatu, Norman Paton and Andre Freitas, in: 8th International Conference on Extending Database Technology, 2025
Eliciting Critical Reasoning in Retrieval-Augmented Language Models via Contrastive Explanations, Leonardo Ranaldi, Marco Valentino and Andre Freitas, in: Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics, 2025
PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement, Xin Quan, Marco Valentino, Danilo Carvalho, Dhairya Dalal and Andre Freitas, in: Demonstration at 63rd Annual Meeting of the Association for Computational Linguistics, 2025
Improving chain-of-thought reasoning via quasi-symbolic abstractions, Leonardo Ranaldi, Marco Valentino, Alexander Polonsky and Andre Freitas, in: 63rd Annual Meeting of the Association for Computational Linguistics, 2025
Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations, Xin Quan, Marco Valentino, Louise Dennis and Andre Freitas, in: 63rd Annual Meeting of the Association for Computational Linguistics, 2025
MASA: A Modular Framework for LLM-Driven Multi-Agent Systems for Autoformalization, Lan Zhang, Marco Valentino and Andre Freitas, in: Demonstration at the 2025 Conference on Empirical Methods in Natural Language Processing, 2025
TRACE: Training and Inference-Time Interpretability Analysis for Language Models, Nura Aljaafari, Danilo Carvalho and Andre Freitas, in: Demonstration at the 2025 Conference on Empirical Methods in Natural Language Processing, 2025
Formalizing Complex Mathematical Statements with LLMs: A Study on Mathematical Definitions, Lan Zhang, Marco Valentino and Andre Freitas, in: The 2025 Conference on Empirical Methods in Natural Language Processing (best resource paper award), 2025
Quasi-symbolic Semantic Geometry over Transformer-based Variational AutoEncoders, Yingji Zhang, Danilo Carvalho and Andre Freitas, in: 29th Conference on Computational Natural Language Learning (nominated for a best paper award), 2025
LangVAE and LangSpace: Building and Probing for Language Model VAEs, Danilo Carvalho, Yingji Zhang, Harriet Unsworth and Andre Freitas, in: Demonstration at the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025
3D Face Morph Generation Using Geometry-Aware Template Inversion, Hatef Otroshi Shahreza, Laurent Colbois and Sébastien Marcel, in: 2025 IEEE 35th International Workshop on Machine Learning for Signal Processing (MLSP), 2025
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Generating Synthetic Face Recognition Datasets Using Brownian Identity Diffusion and a Foundation Model, Hatef Otroshi Shahreza and Sébastien Marcel, in: 2025 IEEE 35th International Workshop on Machine Learning for Signal Processing (MLSP), 2025
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Towards Leveraging Sequential Structure in Animal Vocalizations, Eklavya Sarkar and Mathew Magimai-Doss, in: Neural Information Processing Systems workshop: AI for Non-Human Animal Communication, 2025
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Optimizing Supply Temperature Control in District Heating Networks via Differentiable Dynamic Simulation and Gradient Descent, Roberto Boghetti and Jérôme Kämpf, in: Proceedings of the 3rd International Conference on Construction, Energy, Environment and Sustainability (Volume 2), 2025
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