Keywords:
- Antibiotic discovery
- Cancer Genomics
- Cytokine stormExplainable AIHealthcare predictive analysisMachine learning for diagnosis
- deep learning
- Domain Knowledge Integration
- evaluation
- Explainable AI
- Factual knowledge
- Graph Neural Networks
- Large Language Models
- Multi-omics Data
- Prompting
- Relation Extraction
- Retrieval-augmented generation
- Sparse Neural Networks
- Synthetic Dataset
Publications of Andre Freitas sorted by journal and type
ACM SIGMOD International Conference on Management of Data (2025)
| TableDC: Deep Clustering for Tabular Data, , and , in: ACM SIGMOD International Conference on Management of Data, 2025 |
Demonstration at the 2025 Conference on Empirical Methods in Natural Language Processing (2025)
| TRACE: Training and Inference-Time Interpretability Analysis for Language Models, , and , in: Demonstration at the 2025 Conference on Empirical Methods in Natural Language Processing, 2025 |
The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (2024)
| A Differentiable Integer Linear Programming Solver for Explanation-Based Natural Language Inference, , and , in: The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation, 2024 |
Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL) (2024)
| A Symbolic Framework for Systematic Evaluation of Mathematical Reasoning with Transformers, , , and , in: Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL), 2024 |
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Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (2024)
| Aligning Large and Small Language Models via Chain-of-Thought Reasoning, and , in: Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics, 2024 |
Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (2024)
| An LLM-based Knowledge Synthesis and Scientific Reasoning Framework for Biomedical Discovery, , , , , , , and , in: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics, ACL, Bangkok, Thailand, pages 355-364, 2024 |
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The 2024 Conference on Empirical Methods in Natural Language Processing (2024)
| Consistent Autoformalization for Constructing Mathematical Libraries, , and , in: The 2024 Conference on Empirical Methods in Natural Language Processing, 2024 |
27th International Conference on Extending Database Technology (2024)
| Deep Clustering for Data Cleaning and Integration, , and , in: 27th International Conference on Extending Database Technology, 2024 |
Thirty-Eighth Annual Conference on Neural Information Processing Systems (2024)
| Diffusion Twigs with Loop Guidance for Conditional Graph Generation, , , and , in: Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024 |
Findings of the ACL (2024)
| Empowering Cross-lingual Abilities of Instruction-tuned Large Language Models by Translation-following demonstrations, , and , in: Findings of the ACL, 2024 |
The 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024) (2024)
| Enhancing Ethical Explanations of Large Language Models through Iterative Symbolic Refinement, , , and , in: The 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024), 2024 |
The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (2024)
| Estimating the Causal Effects of Natural Logic Features in Transformer-Based NLI Models, , and , in: The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation, 2024 |
Findings of EMNLP (2024)
| Exploring the Limits of Fine-grained LLM-based Physics Inference via Premise Removal Interventions, , and , in: Findings of EMNLP, 2024 |
LREC-COLING (2024)
| Formal Semantic Controls over Language Models, , and , in: LREC-COLING, 2024 |
Thirty-Eighth Annual Conference on Neural Information Processing Systems (2024)
| Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series, , and , in: Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024 |
In Findings of the Association for Computational Linguistics: NAACL 2024 (2024)
| Graph-Induced Syntactic-Semantic Spaces in Transformer-Based Variational AutoEncoders, , , , and , in: In Findings of the Association for Computational Linguistics: NAACL 2024, 2024 |
Findings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024) (2024)
| Improving Semantic Control in Discrete Latent Spaces with Transformer Quantized Variational Autoencoders, , , , and , in: Findings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024), 2024 |
In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (2024)
| Inference to the Best Explanation in Large Language Models, , , and , in: In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics, 2024 |
The 62nd Annual Meeting of the Association for Computational Linguistics (2024)
| Learning Disentangled Semantic Spaces of Explanations via Invertible Neural Networks, , and , in: The 62nd Annual Meeting of the Association for Computational Linguistics, 2024 |
Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers) (2024)
| Multi-Operational Mathematical Derivations in Latent Space, , , and , in: Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), 2024 |
The 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024) (2024)
| Multi-Relational Hyperbolic Word Embeddings from Natural Language Definitions, , and , in: The 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024), 2024 |
In Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: Tutorial Abstracts (2024)
| Reasoning with Natural Language Explanations, and , in: In Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: Tutorial Abstracts, 2024 |
Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (2024)
| Self-Refine Instruction-Tuning for Aligning Reasoning in Language Models, and , in: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024 |
In Proceedings of the 18th International Workshop on Semantic Evaluation (SemEval-2024) (2024)
| SemEval-2024 Task 2: Safe Biomedical Natural Language Inference for Clinical Trials, , and , in: In Proceedings of the 18th International Workshop on Semantic Evaluation (SemEval-2024), 2024 |
Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (2024)
| Verification and Refinement of Natural Language Explanations through LLM-Symbolic Theorem Proving, , , and , in: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024 |
In Findings of the European chapter of Association for Computational Linguistics (2023)
| Learning Disentangled Representations for Natural Language Definitions, , , and , in: In Findings of the European chapter of Association for Computational Linguistics, 2023 |
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Proceedings of The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) (2023)
| NLI4CT: Multi-Evidence Natural Language Inference for Clinical Trial Reports, , , , , and , in: Proceedings of The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023), 2023 |
Findings of the 17th European Chapter of the Association for Computational Linguistics (2023)
| On Interventional Probing in High Dimensions: An NLI Case Study, , , and , in: Findings of the 17th European Chapter of the Association for Computational Linguistics, 2023 |
Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023) (2023)
| SemEval-2023 Task 7: Multi-Evidence Natural Language Inference for Clinical Trial Data, , , , , and , in: Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023), Association for Computational Linguistics, 2023 |
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International Conference on Semantic Computing (2023)
| Transformers, Tables and Frame Semantics, , , and , in: International Conference on Semantic Computing, 2023 |
Proceedings of the 29th International Conference on Computational Linguistics (2022)
| Case-Based Abductive Natural Language Inference, , and , in: Proceedings of the 29th International Conference on Computational Linguistics, 2022 |
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BlackBoxNLP: Workshop on analyzing and interpreting neural networks for NLP (2022)
| Decomposing Natural Logic Inferences for Neural NLI, , , , and , in: BlackBoxNLP: Workshop on analyzing and interpreting neural networks for NLP, 2022 |
Thirty-Sixth AAAI Conference on Artificial Intelligence (2022)
| Hybrid Autoregressive Inference for Scalable Multi-hop Explanation Regeneration, , , and , in: Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022 |
3rd Workshop on Computational Approaches to Discourse (CODI) @ COLING (2022)
| Shallow Discourse Parsing for Open Information Extraction and Text Simplification, , and , in: 3rd Workshop on Computational Approaches to Discourse (CODI) @ COLING, 2022 |
Advances in Neural Information Processing Systems 35 (2022)
| Symmetry-induced Disentanglement on Graphs, , and , in: Advances in Neural Information Processing Systems 35, 2022 |
Findings of the ACL (2022)
| Systematicity, Compositionality and Transitivity of Deep NLP Models: a Metamorphic Testing Perspective, , , , and , in: Findings of the ACL, 2022 |
Proceedings of TextGraphs-16: Graph-based Methods for Natural Language Processing (2022)
| TextGraphs 2022 Shared Task on Natural Language Premise Selection, , , , and , in: Proceedings of TextGraphs-16: Graph-based Methods for Natural Language Processing, 2022 |
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Findings of the ACL (2022)
| To be or not to be an Integer? Encoding Variables for Mathematical Text, , , , and , in: Findings of the ACL, 2022 |
37th IEEE International Conference on Data Engineering (ICDE) (2022)
| Voyager: Data Discovery for Onboarding in Data Science, , , and , in: 37th IEEE International Conference on Data Engineering (ICDE), 2022 |
13th International Conference on the Theory and Application of Diagrams (2022)
| Why Scholars Are Diagramming Neural Network Models, , and , in: 13th International Conference on the Theory and Application of Diagrams, 2022 |
37th IEEE International Conference on Data Engineering (ICDE) (2021)
| Cost–effective Variational Active Entity Resolution, , , , and , in: 37th IEEE International Conference on Data Engineering (ICDE), 2021 |
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The 2021 Conference on Empirical Methods in Natural Language Processing (2021)
| Disentangling Generative Factors in Natural Language with Discrete Variational Autoencoders, and , in: The 2021 Conference on Empirical Methods in Natural Language Processing, 2021 |
14th International Conference on Computational Semantics (2021)
| Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards, , and , in: 14th International Conference on Computational Semantics, 2021 |
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59th Annual Meeting of the Association for Computational Linguistics (Demonstration track) (2021)
| Does My Representation Capture X? Probe-Ably, , , , and , in: 59th Annual Meeting of the Association for Computational Linguistics (Demonstration track), 2021 |
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14th International Conference on Computational Semantics (2021)
| Encoding Explanatory Knowledge for Zero-shot Science Question Answering, , , and , in: 14th International Conference on Computational Semantics, 2021 |
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59th Annual Meeting of the Association for Computational Linguistics (ACL Findings) (2021)
| Explainable Inference Over Grounding-Abstract Chains for Science Questions, , and , in: 59th Annual Meeting of the Association for Computational Linguistics (ACL Findings), 2021 |
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16th conference of the European Chapter of the Association for Computational Linguistics (EACL) (2021)
| Explainable Natural Language Reasoning via Conceptual Unification, , and , in: 16th conference of the European Chapter of the Association for Computational Linguistics (EACL), 2021 |
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18th Extended Semantic Web Conference (ESWC) (2021)
| Natural Language Inference over Tables: Enabling Explainable Data Exploration on Data Lakes, , , and , in: 18th Extended Semantic Web Conference (ESWC), 2021 |
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Diagrams (2021)
| Scholarly AI system diagrams as an access point to mental models, , and , in: Diagrams, 2021 |
16th conference of the European Chapter of the Association for Computational Linguistics (EACL) (2021)
| STAR: Cross-modal Statement Representation for Selecting Relevant Mathematical Premises, and , in: 16th conference of the European Chapter of the Association for Computational Linguistics (EACL), 2021 |