probabilistic reasoning

Bonsai: Interpretable Tree-Adaptive Grounded Reasoning AAAI 2026 GeoBayes: Probabilistic Image Geo-Localization Inference via Sequential Bayesian Updating AAAI 2026 Uncovering Hidden Correctness in LLM Causal Reasoning via Symbolic Verification EACL 2026 Unsupervised Combinatorial Probabilistic Reasoning: Probabilistic Coin Change Problem AAAI 2026 Certain but not Probable? Differentiating Certainty from Probability in LLM Token Outputs for Probabilistic Scenarios EMNLP 2025 FactReasoner: A Probabilistic Approach to Long-Form Factuality Assessment for Large Language Models EMNLP 2025 From Probability to Counterfactuals: the Increasing Complexity of Satisfiability in Pearl's Causal Hierarchy ICLR 2025 Improving Out-of-Distribution Detection with Markov Logic Networks ICML 2025 Most Probable Explanation in Probabilistic Answer Set Programming IJCAI 2025 Not quite Sherlock Holmes: Language model predictions do not reliably differentiate impossible from improbable events ACL 2025 Reasoning over Uncertain Text by Generative Large Language Models AAAI 2025 TRACE Back from the Future: A Probabilistic Reasoning Approach to Controllable Language Generation ICML 2025 BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering ACL 2024 CogBench: a large language model walks into a psychology lab ICML 2024 Doing Experiments and Revising Rules with Natural Language and Probabilistic Reasoning NeurIPS 2024 On the Hardness of Probabilistic Neurosymbolic Learning ICML 2024 On the Independence Assumption in Neurosymbolic Learning ICML 2024 Perceptions of Linguistic Uncertainty by Language Models and Humans EMNLP 2024 QUITE: Quantifying Uncertainty in Natural Language Text in Bayesian Reasoning Scenarios EMNLP 2024 What Are the Odds? Language Models Are Capable of Probabilistic Reasoning EMNLP 2024 Investigating a Generalization of Probabilistic Material Implication and Bayesian Conditionals UAI 2023 NeoMaPy: A Framework for Computing MAP Inference on Temporal Knowledge Graphs IJCAI 2023 Parallel Neurosymbolic Integration with Concordia ICML 2023 Probabilistic Reasoning and Learning for Trustworthy AI AAAI 2023 Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions EMNLP 2023