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Danilo S. Carvalho

13 papers at tracked venues · 6 at CORE A* · active 2024–2026

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Venues

ACL ×4EMNLP ×4AAAI ×2NAACL ×2EACL ×1

Frequent coauthors

André Freitas
×13
Marco Valentino
×5
Nura Aljaafari
×4
Yingji Zhang
×4
Harriet Unsworth
×2
Magdalena Wysocka
×2
Oskar Wysocki
×2
João Pedro Gandarela de Souza
×1
Xin Quan
×1
Dhairya Dalal
×1
Alex Bogatu
×1
Danilo Miranda Gusicuma
×1

Papers

  1. Emergence and Localisation of Semantic Role Circuits in LLMs
    ACL 2026 ·
    Nura Aljaafari
    , Danilo S. Carvalho,
    André Freitas
  2. Learning to Disentangle Latent Reasoning Rules with Language VAEs: A Systematic Study
    AAAI 2026 ·
    Yingji Zhang
    ,
    Marco Valentino
    , Danilo S. Carvalho,
    André Freitas
  3. Where Do LLMs Compose Meaning? A Layerwise Analysis of Compositional Robustness
    EACL 2026 ·
    Nura Aljaafari
    , Danilo S. Carvalho,
    André Freitas
  4. CARMA: Enhanced Compositionality in LLMs via Advanced Regularisation and Mutual Information Alignment
    EMNLP 2025 ·
    Nura Aljaafari
    , Danilo S. Carvalho,
    André Freitas
  5. Inductive Learning of Logical Theories with LLMs: A Expressivity-graded Analysis
    AAAI 2025 ·
    João Pedro Gandarela de Souza
    , Danilo S. Carvalho,
    André Freitas
  6. LangVAE and LangSpace: Building and Probing for Language Model VAEs
    EMNLP 2025 · Danilo S. Carvalho,
    Yingji Zhang
    ,
    Harriet Unsworth
    ,
    André Freitas
  7. Neuro-Symbolic Natural Language Processing
    EMNLP 2025 ·
    André Freitas
    ,
    Marco Valentino
    , Danilo Silva de Carvalho
  8. PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement
    ACL 2025 ·
    Xin Quan
    ,
    Marco Valentino
    , Danilo S. Carvalho,
    Dhairya Dalal
    ,
    André Freitas
  9. SylloBio-NLI: Evaluating Large Language Models on Biomedical Syllogistic Reasoning
    NAACL 2025 ·
    Magdalena Wysocka
    , Danilo S. Carvalho,
    Oskar Wysocki
    ,
    Marco Valentino
    ,
    André Freitas
  10. TRACE: Training and Inference-Time Interpretability Analysis for Language Models
    EMNLP 2025 ·
    Nura Aljaafari
    , Danilo S. Carvalho,
    André Freitas
  11. An LLM-based Knowledge Synthesis and Scientific Reasoning Framework for Biomedical Discovery
    ACL 2024 ·
    Oskar Wysocki
    ,
    Magdalena Wysocka
    , Danilo S. Carvalho,
    Alex Bogatu
    ,
    Danilo Miranda Gusicuma
    ,
    Maxime Delmas
    ,
    Harriet Unsworth
    ,
    André Freitas
  12. Graph-Induced Syntactic-Semantic Spaces in Transformer-Based Variational AutoEncoders
    NAACL 2024 ·
    Yingji Zhang
    ,
    Marco Valentino
    , Danilo S. Carvalho,
    Ian Pratt-Hartmann
    ,
    André Freitas
  13. Learning Disentangled Semantic Spaces of Explanations via Invertible Neural Networks
    ACL 2024 ·
    Yingji Zhang
    , Danilo S. Carvalho,
    André Freitas