Bridging Logic and Learning: Decoding Temporal Logic Embeddings via Transformers
Fuente:
arXiv
Saved in:
| Main Authors: | Candussio, Sara, Saveri, Gaia, Sarti, Gabriele, Bortolussi, Luca |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Distilling Formal Logic into Neural Spaces: A Kernel Alignment Approach for Signal Temporal Logic
by: Candussio, Sara, et al.
Published: (2026)
by: Candussio, Sara, et al.
Published: (2026)
stl2vec: Semantic and Interpretable Vector Representation of Temporal Logic
by: Saveri, Gaia, et al.
Published: (2024)
by: Saveri, Gaia, et al.
Published: (2024)
Retrieval-Augmented Mining of Temporal Logic Specifications from Data
by: Saveri, Gaia, et al.
Published: (2024)
by: Saveri, Gaia, et al.
Published: (2024)
ECATS: Explainable-by-design concept-based anomaly detection for time series
by: Ferfoglia, Irene, et al.
Published: (2024)
by: Ferfoglia, Irene, et al.
Published: (2024)
Towards Interpretable Concept Learning over Time Series via Temporal Logic Semantics
by: Ferfoglia, Irene, et al.
Published: (2025)
by: Ferfoglia, Irene, et al.
Published: (2025)
Guided by Stars: Interpretable Concept Learning Over Time Series via Temporal Logic Semantics
by: Ferfoglia, Irene, et al.
Published: (2025)
by: Ferfoglia, Irene, et al.
Published: (2025)
Transformers in the Service of Description Logic-based Contexts
by: Poulis, Angelos, et al.
Published: (2023)
by: Poulis, Angelos, et al.
Published: (2023)
Legal2LogicICL: Improving Generalization in Transforming Legal Cases to Logical Formulas via Diverse Few-Shot Learning
by: Xue, Jieying, et al.
Published: (2026)
by: Xue, Jieying, et al.
Published: (2026)
Logic-Parametric Neuro-Symbolic NLI: Controlling Logical Formalisms for Verifiable LLM Reasoning
by: Farjami, Ali, et al.
Published: (2026)
by: Farjami, Ali, et al.
Published: (2026)
SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond
by: Liu, Junteng, et al.
Published: (2025)
by: Liu, Junteng, et al.
Published: (2025)
Enhancing Transformers for Generalizable First-Order Logical Entailment
by: Zheng, Tianshi, et al.
Published: (2025)
by: Zheng, Tianshi, et al.
Published: (2025)
Logic Agent: Enhancing Validity with Logic Rule Invocation
by: Liu, Hanmeng, et al.
Published: (2024)
by: Liu, Hanmeng, et al.
Published: (2024)
Temporal Ensemble Logic
by: Zhang, Guo-Qiang
Published: (2024)
by: Zhang, Guo-Qiang
Published: (2024)
Grammar-Forced Translation of Natural Language to Temporal Logic using LLMs
by: English, William, et al.
Published: (2025)
by: English, William, et al.
Published: (2025)
DateLogicQA: Benchmarking Temporal Biases in Large Language Models
by: Bhatia, Gagan, et al.
Published: (2024)
by: Bhatia, Gagan, et al.
Published: (2024)
The Transformation Logics
by: Ronca, Alessandro
Published: (2023)
by: Ronca, Alessandro
Published: (2023)
LoSemB: Logic-Guided Semantic Bridging for Inductive Tool Retrieval
by: Zhuang, Luyao, et al.
Published: (2025)
by: Zhuang, Luyao, et al.
Published: (2025)
Understanding Enthymemes in Argument Maps: Bridging Argument Mining and Logic-based Argumentation
by: Ben-Naim, Jonathan, et al.
Published: (2024)
by: Ben-Naim, Jonathan, et al.
Published: (2024)
MultiZebraLogic: A Multilingual Logical Reasoning Benchmark
by: Bruun, Sofie Helene, et al.
Published: (2025)
by: Bruun, Sofie Helene, et al.
Published: (2025)
LogicPoison: Logical Attacks on Graph Retrieval-Augmented Generation
by: Xiao, Yilin, et al.
Published: (2026)
by: Xiao, Yilin, et al.
Published: (2026)
ReportLogic: Evaluating Logical Quality in Deep Research Reports
by: Zhao, Jujia, et al.
Published: (2026)
by: Zhao, Jujia, et al.
Published: (2026)
LogicPrpBank: A Corpus for Logical Implication and Equivalence
by: Liu, Zhexiong, et al.
Published: (2024)
by: Liu, Zhexiong, et al.
Published: (2024)
Transformer-based Language Models for Reasoning in the Description Logic ALCQ
by: Poulis, Angelos, et al.
Published: (2024)
by: Poulis, Angelos, et al.
Published: (2024)
Assessing Logical Reasoning Capabilities of Encoder-Only Transformer Models
by: Pirozelli, Paulo, et al.
Published: (2023)
by: Pirozelli, Paulo, et al.
Published: (2023)
A Dialectic Pipeline for Improving LLM Robustness
by: Candussio, Sara
Published: (2026)
by: Candussio, Sara
Published: (2026)
GinSign: Grounding Natural Language Into System Signatures for Temporal Logic Translation
by: English, William, et al.
Published: (2025)
by: English, William, et al.
Published: (2025)
Compositional Consistency-Guided Decoding for Three-Way Logical Question Answering
by: Huang, Tianyi, et al.
Published: (2026)
by: Huang, Tianyi, et al.
Published: (2026)
Logic Augmented Generation
by: Gangemi, Aldo, et al.
Published: (2024)
by: Gangemi, Aldo, et al.
Published: (2024)
Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning
by: Bao, Qiming, et al.
Published: (2023)
by: Bao, Qiming, et al.
Published: (2023)
Teaching Probabilistic Logical Reasoning to Transformers
by: Nafar, Aliakbar, et al.
Published: (2023)
by: Nafar, Aliakbar, et al.
Published: (2023)
LogicGuard: Improving Embodied LLM agents through Temporal Logic based Critics
by: Gokhale, Anand, et al.
Published: (2025)
by: Gokhale, Anand, et al.
Published: (2025)
Learning Probabilistic Temporal Logic Specifications for Stochastic Systems
by: Roy, Rajarshi, et al.
Published: (2025)
by: Roy, Rajarshi, et al.
Published: (2025)
Logic Jailbreak: Efficiently Unlocking LLM Safety Restrictions Through Formal Logical Expression
by: Peng, Jingyu, et al.
Published: (2025)
by: Peng, Jingyu, et al.
Published: (2025)
LogicBench: Towards Systematic Evaluation of Logical Reasoning Ability of Large Language Models
by: Parmar, Mihir, et al.
Published: (2024)
by: Parmar, Mihir, et al.
Published: (2024)
Lost in the Logic: An Evaluation of Large Language Models' Reasoning Capabilities on LSAT Logic Games
by: Malik, Saumya
Published: (2024)
by: Malik, Saumya
Published: (2024)
Bridging Legal Interpretation and Formal Logic: Faithfulness, Assumption, and the Future of AI Legal Reasoning
by: Wang, Olivia Peiyu, et al.
Published: (2026)
by: Wang, Olivia Peiyu, et al.
Published: (2026)
Non Verbis, Sed Rebus: Large Language Models are Weak Solvers of Italian Rebuses
by: Sarti, Gabriele, et al.
Published: (2024)
by: Sarti, Gabriele, et al.
Published: (2024)
Understanding Inter-Session Intentions via Complex Logical Reasoning
by: Bai, Jiaxin, et al.
Published: (2023)
by: Bai, Jiaxin, et al.
Published: (2023)
Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension
by: Wang, Chenxu, et al.
Published: (2024)
by: Wang, Chenxu, et al.
Published: (2024)
Logical Structure as Knowledge: Enhancing LLM Reasoning via Structured Logical Knowledge Density Estimation
by: Bi, Zhen, et al.
Published: (2025)
by: Bi, Zhen, et al.
Published: (2025)
Similar Items
-
Distilling Formal Logic into Neural Spaces: A Kernel Alignment Approach for Signal Temporal Logic
by: Candussio, Sara, et al.
Published: (2026) -
stl2vec: Semantic and Interpretable Vector Representation of Temporal Logic
by: Saveri, Gaia, et al.
Published: (2024) -
Retrieval-Augmented Mining of Temporal Logic Specifications from Data
by: Saveri, Gaia, et al.
Published: (2024) -
ECATS: Explainable-by-design concept-based anomaly detection for time series
by: Ferfoglia, Irene, et al.
Published: (2024) -
Towards Interpretable Concept Learning over Time Series via Temporal Logic Semantics
by: Ferfoglia, Irene, et al.
Published: (2025)