Clingo = ASP + Control: Preliminary Report
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Abstract (arXiv)
We present the new ASP system clingo 4. Unlike its predecessors, being mere monolithic combinations of the grounder gringo with the solver clasp, the new clingo 4 series offers high-level constructs for realizing complex reasoning processes. Among others, such processes feature advanced forms of search, as in optimization or theory solving, or even interact with an environment, as in robotics or query-answering. Common to them is that the problem specification evolves during the reasoning process, either because data or constraints are added, deleted, or replaced. In fact, clingo 4 carries out such complex reasoning within a single integrated ASP grounding and solving process. This avoids redundancies in relaunching grounder and solver programs and benefits from the solver's learning capacities. clingo 4 accomplishes this by complementing ASP's declarative input language by control capacities expressed via the embedded scripting languages lua and python. On the declarative side, clingo 4 offers a new directive that allows for structuring logic programs into named and parameterizable subprograms. The grounding and integration of these subprograms into the solving process is completely modular and fully controllable from the procedural side, viz. the scripting languages. By strictly separating logic and control programs, clingo 4 also abolishes the need for dedicated systems for incremental and reactive reasoning, like iclingo and oclingo, respectively, and its flexibility goes well beyond the advanced yet still rigid solving processes of the latter.
Key facts. Cited by 56 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 May 2014.
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Citing papers per year: 2021: 14; 2022: 8; 2023: 8; 2024: 5; 2025: 9; 2026: 12.
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- 2021RuleBert: Teaching Soft Rules to Pre-trained Language Modelscited by 25
- 2023Learning MDL logic programs from noisy datacited by 15
- 2021AUTO-DISCERN: Autonomous Driving Using Common Sense Reasoningcited by 14
- 2025ReasoningFlow: Semantic Structure of Complex Reasoning Tracescited by 12
- 2021Rushing and Strolling among Answer Sets -- Navigation Made Easycited by 9
- 2022Treewidth-aware Reductions of Normal ASP to SAT -- Is Normal ASP Harder than SAT after All?cited by 8
- 2022Learning logic programs by combining programscited by 7
- 2022Efficient Knowledge Compilation Beyond Weighted Model Countingcited by 6
- 2021Modeling and Reasoning in Event Calculus using Goal-Directed Constraint Answer Set Programmingcited by 4
- 2021Generating Explainable Rule Sets from Tree-Ensemble Learning Methods by Answer Set Programmingcited by 4
- 2021Aspartix-V21cited by 3
- 2021HySTER: A Hybrid Spatio-Temporal Event Reasonercited by 2
38 more
- 2021DiscASP: A Graph-based ASP System for Finding Relevant Consistent Concepts with Applications to Conversational Socialbotscited by 2
- 2021Process discovery on deviant traces and other stranger thingscited by 2
- 2022On Model Reconciliation: How to Reconcile When Robot Does not Know Human's Model?cited by 2
- 2022Learning programs with magic valuescited by 2
- 2022Relational program synthesis with numerical reasoningcited by 2
- 2023Trust, Accountability, and Autonomy in Knowledge Graph-based AI for Self-determinationcited by 2
- 2024The Future of Intelligent Healthcare: A Systematic Analysis and Discussion on the Integration and Impact of Robots Using Large Language Models for Healthcarecited by 2
- 2025Counting and Reasoning with Planscited by 2
- 2025Can LLMs Generate Good Stories? Insights and Challenges from a Narrative Planning Perspectivecited by 2
- 2021grASP: A Graph Based ASP-Solver and Justification Systemcited by 1
- 2021Learning logic programs through divide, constrain, and conquercited by 1
- 2022An Application of a Runtime Epistemic Probabilistic Event Calculus to Decision-making in e-Health Systemscited by 1
- 2023ASPER: Answer Set Programming Enhanced Neural Network Models for Joint Entity-Relation Extractioncited by 1
- 2023Assessing Drivers' Situation Awareness in Semi-Autonomous Vehicles: ASP based Characterisations of Driving Dynamics for Modelling Scene Interpretation and Projectioncited by 1
- 2023Explainable Answer-set Programmingcited by 1
- 2024Multi-step Inference over Unstructured Datacited by 1
- 2024Boolean Matrix Logic Programming on the GPUcited by 1
- 2024Generating Global and Local Explanations for Tree-Ensemble Learning Methods by Answer Set Programmingcited by 1
- 2026SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performancecited by 1
- 2021Learning logic programs by explaining their failurescited by 0
- 2021Parallel Constraint-Driven Inductive Logic Programmingcited by 0
- 2021Product Configuration in Answer Set Programmingcited by 0
- 2022Computing H-Partitions in ASP and Datalogcited by 0
- 2023Methods and Mechanisms for Interactive Novelty Handling in Adversarial Environmentscited by 0
- 2023Contextual Reasoning for Scene Generation (Technical Report)cited by 0
- 2023Past-present temporal programs over finite tracescited by 0
- 2024EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation Extractioncited by 0
- 2025Honey, I shrunk the hypothesis space (through logical preprocessing)cited by 0
- 2025Building Trustworthy AI by Addressing its 16+2 Desiderata with Goal-Directed Commonsense Reasoningcited by 0
- 2025An LLM + ASP Workflow for Joint Entity-Relation Extractioncited by 0
- 2025NASP-T: A Fuzzy Neuro-Symbolic Transformer for Logic-Constrained Aviation Safety Report Classificationcited by 0
- 2025Declarative Synthesis and Multi-Objective Optimization of Stripboard Circuit Layouts Using Answer Set Programmingcited by 0
- 2025A Proof-of-Concept for Explainable Disease Diagnosis Using Large Language Models and Answer Set Programmingcited by 0
- 2026Formally Explaining Decision Tree Models with Answer Set Programmingcited by 0
- 2026An ASP-based Solution to the Medical Appointment Scheduling Problemcited by 0
- 2026Declarative Scenario-based Testing with RoadLogiccited by 0
- 2026AS2 -- Attention-Based Soft Answer Sets: An End-to-End Differentiable Neuro-Soft-Symbolic Reasoning Architecturecited by 0
- 2026The DeepXube Software Package for Solving Pathfinding Problems with Learned Heuristic Functions and Searchcited by 0
50 most cited of 56 All 56 (JSON)
- 2026Policy-as-logic for robust reasoning over rules12 Aug 2026
- 2026Declarative Problem Solving in UAM Strategic Deconfliction23 Jul 2026
- 2026Are you Talking Logic to Me? Assessing Language Models Syllogistic Reasoning Capabilities22 Jul 2026
- 2026Answer Set Programming Energised! End-to-End Neurosymbolic Reasoning and Learning with ASP and Energy Based Models9 Jul 2026
- 2026Reasonable Motion: A General ASP Foundation for Environment Constrained Movement Trajectory Computation24 Jun 2026
- 2026SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance8 Jun 2026
- 2026Visual Commonsense Driven Knowledge Refinements for Scene Graph Generation4 Jun 2026
- 2026The DeepXube Software Package for Solving Pathfinding Problems with Learned Heuristic Functions and Search25 Mar 2026
- 2026AS2 -- Attention-Based Soft Answer Sets: An End-to-End Differentiable Neuro-Soft-Symbolic Reasoning Architecture19 Mar 2026
- 2026Declarative Scenario-based Testing with RoadLogic10 Mar 2026
- 2026An ASP-based Solution to the Medical Appointment Scheduling Problem7 Jan 2026
- 2026Formally Explaining Decision Tree Models with Answer Set Programming7 Jan 2026
38 more
- 2025A Proof-of-Concept for Explainable Disease Diagnosis Using Large Language Models and Answer Set Programming30 Dec 2025
- 2025Declarative Synthesis and Multi-Objective Optimization of Stripboard Circuit Layouts Using Answer Set Programming4 Dec 2025
- 2025NASP-T: A Fuzzy Neuro-Symbolic Transformer for Logic-Constrained Aviation Safety Report Classification6 Oct 2025
- 2025An LLM + ASP Workflow for Joint Entity-Relation Extraction18 Aug 2025
- 2025Building Trustworthy AI by Addressing its 16+2 Desiderata with Goal-Directed Commonsense Reasoning15 Jun 2025
- 2025Can LLMs Generate Good Stories? Insights and Challenges from a Narrative Planning Perspective11 Jun 2025
- 2025Honey, I shrunk the hypothesis space (through logical preprocessing)7 Jun 2025
- 2025ReasoningFlow: Semantic Structure of Complex Reasoning Traces3 Jun 2025
- 2025Counting and Reasoning with Plans31 Jan 2025
- 2024The Future of Intelligent Healthcare: A Systematic Analysis and Discussion on the Integration and Impact of Robots Using Large Language Models for Healthcare5 Nov 2024
- 2024Generating Global and Local Explanations for Tree-Ensemble Learning Methods by Answer Set Programming14 Oct 2024
- 2024Boolean Matrix Logic Programming on the GPU19 Aug 2024
- 2024Multi-step Inference over Unstructured Data26 Jun 2024
- 2024EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation Extraction18 Apr 2024
- 2023Trust, Accountability, and Autonomy in Knowledge Graph-based AI for Self-determination30 Oct 2023
- 2023Explainable Answer-set Programming30 Aug 2023
- 2023Assessing Drivers' Situation Awareness in Semi-Autonomous Vehicles: ASP based Characterisations of Driving Dynamics for Modelling Scene Interpretation and Projection30 Aug 2023
- 2023Learning MDL logic programs from noisy data18 Aug 2023
- 2023Past-present temporal programs over finite traces24 Jul 2023
- 2023ASPER: Answer Set Programming Enhanced Neural Network Models for Joint Entity-Relation Extraction24 May 2023
- 2023Contextual Reasoning for Scene Generation (Technical Report)3 May 2023
- 2023Methods and Mechanisms for Interactive Novelty Handling in Adversarial Environments28 Feb 2023
- 2022Treewidth-aware Reductions of Normal ASP to SAT -- Is Normal ASP Harder than SAT after All?7 Oct 2022
- 2022Relational program synthesis with numerical reasoning3 Oct 2022
- 2022An Application of a Runtime Epistemic Probabilistic Event Calculus to Decision-making in e-Health Systems26 Sep 2022
- 2022Learning programs with magic values5 Aug 2022
- 2022On Model Reconciliation: How to Reconcile When Robot Does not Know Human's Model?5 Aug 2022
- 2022Learning logic programs by combining programs1 Jun 2022
- 2022Efficient Knowledge Compilation Beyond Weighted Model Counting16 May 2022
- 2022Computing H-Partitions in ASP and Datalog8 Feb 2022
- 2021Rushing and Strolling among Answer Sets -- Navigation Made Easy14 Dec 2021
- 2021AUTO-DISCERN: Autonomous Driving Using Common Sense Reasoning17 Oct 2021
- 2021Process discovery on deviant traces and other stranger things30 Sep 2021
- 2021RuleBert: Teaching Soft Rules to Pre-trained Language Models24 Sep 2021
- 2021Product Configuration in Answer Set Programming17 Sep 2021
- 2021DiscASP: A Graph-based ASP System for Finding Relevant Consistent Concepts with Applications to Conversational Socialbots17 Sep 2021
- 2021Generating Explainable Rule Sets from Tree-Ensemble Learning Methods by Answer Set Programming17 Sep 2021
- 2021Learning logic programs through divide, constrain, and conquer16 Sep 2021
50 newest of 56 All 56 (JSON)
- 2025ReasoningFlow: Semantic Structure of Complex Reasoning Tracescited by 12
- 2025Building Trustworthy AI by Addressing its 16+2 Desiderata with Goal-Directed Commonsense Reasoningcited by 0
- 2026AS2 -- Attention-Based Soft Answer Sets: An End-to-End Differentiable Neuro-Soft-Symbolic Reasoning Architecturecited by 0
- 2026Answer Set Programming Energised! End-to-End Neurosymbolic Reasoning and Learning with ASP and Energy Based Modelscited by 0
- 2026Policy-as-logic for robust reasoning over rulescited by 0
- 2026Are you Talking Logic to Me? Assessing Language Models Syllogistic Reasoning Capabilitiescited by 0
- 2026Policy-as-logic for robust reasoning over rules12 Aug 2026
- 2026Are you Talking Logic to Me? Assessing Language Models Syllogistic Reasoning Capabilities22 Jul 2026
- 2026Answer Set Programming Energised! End-to-End Neurosymbolic Reasoning and Learning with ASP and Energy Based Models9 Jul 2026
- 2026AS2 -- Attention-Based Soft Answer Sets: An End-to-End Differentiable Neuro-Soft-Symbolic Reasoning Architecture19 Mar 2026
- 2025Building Trustworthy AI by Addressing its 16+2 Desiderata with Goal-Directed Commonsense Reasoning15 Jun 2025
- 2025ReasoningFlow: Semantic Structure of Complex Reasoning Traces3 Jun 2025
- 2021RuleBert: Teaching Soft Rules to Pre-trained Language Modelscited by 25
- 2023Learning MDL logic programs from noisy datacited by 15
- 2021AUTO-DISCERN: Autonomous Driving Using Common Sense Reasoningcited by 14
- 2021Rushing and Strolling among Answer Sets -- Navigation Made Easycited by 9
- 2022Treewidth-aware Reductions of Normal ASP to SAT -- Is Normal ASP Harder than SAT after All?cited by 8
- 2022Learning logic programs by combining programscited by 7
- 2022Efficient Knowledge Compilation Beyond Weighted Model Countingcited by 6
- 2021Modeling and Reasoning in Event Calculus using Goal-Directed Constraint Answer Set Programmingcited by 4
- 2021Generating Explainable Rule Sets from Tree-Ensemble Learning Methods by Answer Set Programmingcited by 4
- 2021Aspartix-V21cited by 3
- 2021HySTER: A Hybrid Spatio-Temporal Event Reasonercited by 2
- 2021DiscASP: A Graph-based ASP System for Finding Relevant Consistent Concepts with Applications to Conversational Socialbotscited by 2
12 most cited of 50 All 50 (JSON)
- 2026Declarative Problem Solving in UAM Strategic Deconfliction23 Jul 2026
- 2026Reasonable Motion: A General ASP Foundation for Environment Constrained Movement Trajectory Computation24 Jun 2026
- 2026SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance8 Jun 2026
- 2026Visual Commonsense Driven Knowledge Refinements for Scene Graph Generation4 Jun 2026
- 2026The DeepXube Software Package for Solving Pathfinding Problems with Learned Heuristic Functions and Search25 Mar 2026
- 2026Declarative Scenario-based Testing with RoadLogic10 Mar 2026
- 2026An ASP-based Solution to the Medical Appointment Scheduling Problem7 Jan 2026
- 2026Formally Explaining Decision Tree Models with Answer Set Programming7 Jan 2026
- 2025A Proof-of-Concept for Explainable Disease Diagnosis Using Large Language Models and Answer Set Programming30 Dec 2025
- 2025Declarative Synthesis and Multi-Objective Optimization of Stripboard Circuit Layouts Using Answer Set Programming4 Dec 2025
- 2025NASP-T: A Fuzzy Neuro-Symbolic Transformer for Logic-Constrained Aviation Safety Report Classification6 Oct 2025
- 2025An LLM + ASP Workflow for Joint Entity-Relation Extraction18 Aug 2025
12 newest of 50 All 50 (JSON)