Browse State-of-the-Art › Explanation Generation › Papers, page 2
Explanation Generation
Papers archive 2025-07-28
archive papers tagged: 235 · with a code link: 92 · where Syntology ran a sample: 26 (17 with a run with no instrument failure, 9 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (26 of 235 tagged: 17 with a run with no instrument failure, 9 where every run was a failure of Syntology's instrument)
Page 2 of 3: papers 101 to 200 of 235, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Rubrik's Cube: Testing a New Rubric for Evaluating Explanations on the CUBE dataset31 Mar 2025 0 repositories listed
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Explainable Synthetic Image Detection through Diffusion Timestep Ensembling8 Mar 2025 0 repositories listed
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EXCLAIM: An Explainable Cross-Modal Agentic System for Misinformation Detection with Hierarchical Retrieval1 Mar 2025 0 repositories listed
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MemeIntel: Explainable Detection of Propagandistic and Hateful Memes23 Feb 2025 0 repositories listed
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Reasoning About Persuasion: Can LLMs Enable Explainable Propaganda Detection?23 Feb 2025 0 repositories listed
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Coherency Improved Explainable Recommendation via Large Language Model21 Feb 2025 0 repositories listed
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Accelerating Anchors via Specialization and Feature Transformation16 Feb 2025 0 repositories listed
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Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models6 Feb 2025 0 repositories listed
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Multimodal Fake News Video Explanation: Dataset, Analysis and Evaluation15 Jan 2025 0 repositories listed
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Quantifying Relational Exploration in Cultural Heritage Knowledge Graphs with LLMs: A Neuro-Symbolic Approach11 Jan 2025 0 repositories listed
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Graph-Guided Textual Explanation Generation Framework16 Dec 2024 0 repositories listed
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Explainable CTR Prediction via LLM Reasoning3 Dec 2024 0 repositories listed
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SeQwen at the Financial Misinformation Detection Challenge Task: Sequential Learning for Claim Verification and Explanation Generation in Financial Domains30 Nov 2024 0 repositories listed
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Why the Agent Made that Decision: Explaining Deep Reinforcement Learning with Vision Masks25 Nov 2024 0 repositories listed
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When Backdoors Speak: Understanding LLM Backdoor Attacks Through Model-Generated Explanations19 Nov 2024 0 repositories listed
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Augmenting the Veracity and Explanations of Complex Fact Checking via Iterative Self-Revision with LLMs19 Oct 2024 0 repositories listed
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ForgeryGPT: Multimodal Large Language Model For Explainable Image Forgery Detection and Localization14 Oct 2024 0 repositories listed
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Explanation, Debate, Align: A Weak-to-Strong Framework for Language Model Generalization11 Sep 2024 0 repositories listed
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LLM-GAN: Construct Generative Adversarial Network Through Large Language Models For Explainable Fake News Detection3 Sep 2024 0 repositories listed
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A Transparency Paradox? Investigating the Impact of Explanation Specificity and Autonomous Vehicle Perceptual Inaccuracies on Passengers16 Aug 2024 0 repositories listed
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LLMExplainer: Large Language Model based Bayesian Inference for Graph Explanation Generation22 Jul 2024 0 repositories listed
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Generally-Occurring Model Change for Robust Counterfactual Explanations16 Jul 2024 0 repositories listed
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Enhancing Emotion Prediction in News Headlines: Insights from ChatGPT and Seq2Seq Models for Free-Text Generation14 Jul 2024 0 repositories listed
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ICCV23 Visual-Dialog Emotion Explanation Challenge: SEU_309 Team Technical Report13 Jul 2024 0 repositories listed
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Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms31 May 2024 0 repositories listed
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On Generating Monolithic and Model Reconciling Explanations in Probabilistic Scenarios29 May 2024 0 repositories listed
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Generating Robust Counterfactual Witnesses for Graph Neural Networks30 Apr 2024 0 repositories listed
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On the Value of Labeled Data and Symbolic Methods for Hidden Neuron Activation Analysis21 Apr 2024 0 repositories listed
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Advancing Explainable Autonomous Vehicle Systems: A Comprehensive Review and Research Roadmap19 Mar 2024 0 repositories listed
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What Does Evaluation of Explainable Artificial Intelligence Actually Tell Us? A Case for Compositional and Contextual Validation of XAI Building Blocks19 Mar 2024 0 repositories listed
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SNIFFER: Multimodal Large Language Model for Explainable Out-of-Context Misinformation Detection5 Mar 2024 0 repositories listed
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Artwork Explanation in Large-scale Vision Language Models29 Feb 2024 0 repositories listed
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Unlocking the `Why' of Buying: Introducing a New Dataset and Benchmark for Purchase Reason and Post-Purchase Experience20 Feb 2024 0 repositories listed
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Explainability for Machine Learning Models: From Data Adaptability to User Perception16 Feb 2024 0 repositories listed
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LLMs for Coding and Robotics Education9 Feb 2024 0 repositories listed
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Explaining latent representations of generative models with large multimodal models2 Feb 2024 0 repositories listed
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Eclectic Rule Extraction for Explainability of Deep Neural Network based Intrusion Detection Systems18 Jan 2024 0 repositories listed
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Logic-Scaffolding: Personalized Aspect-Instructed Recommendation Explanation Generation using LLMs22 Dec 2023 0 repositories listed
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Assertion Enhanced Few-Shot Learning: Instructive Technique for Large Language Models to Generate Educational Explanations5 Dec 2023 0 repositories listed
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From Wrong To Right: A Recursive Approach Towards Vision-Language Explanation21 Nov 2023 0 repositories listed
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InterPrompt: Interpretable Prompting for Interrelated Interpersonal Risk Factors in Reddit Posts21 Nov 2023 0 repositories listed
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Is Explanation the Cure? Misinformation Mitigation in the Short Term and Long Term26 Oct 2023 0 repositories listed
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Counterfactual Explanation Generation with s(CASP)23 Oct 2023 0 repositories listed
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XAI Benchmark for Visual Explanation12 Oct 2023 0 repositories listed
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Generating Explanations in Medical Question-Answering by Expectation Maximization Inference over Evidence2 Oct 2023 0 repositories listed
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Towards LLM-guided Causal Explainability for Black-box Text Classifiers23 Sep 2023 0 repositories listed
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Dynamic MOdularized Reasoning for Compositional Structured Explanation Generation14 Sep 2023 0 repositories listed
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Affective Visual Dialog: A Large-Scale Benchmark for Emotional Reasoning Based on Visually Grounded Conversations30 Aug 2023 0 repositories listed
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RecMind: Large Language Model Powered Agent For Recommendation28 Aug 2023 0 repositories listed
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Explaining with Attribute-based and Relational Near Misses: An Interpretable Approach to Distinguishing Facial Expressions of Pain and Disgust27 Aug 2023 0 repositories listed
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Explaining Competitive-Level Programming Solutions using LLMs11 Jul 2023 0 repositories listed
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Effects of Explanation Specificity on Passengers in Autonomous Driving2 Jul 2023 0 repositories listed
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Distinguish Before Answer: Generating Contrastive Explanation as Knowledge for Commonsense Question Answering14 May 2023 0 repositories listed
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Explainable Recommender with Geometric Information Bottleneck9 May 2023 0 repositories listed
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Efficiently Explaining CSPs with Unsatisfiable Subset Optimization (extended algorithms and examples)21 Mar 2023 0 repositories listed
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Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images13 Mar 2023 0 repositories listed
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Parallel Sentence-Level Explanation Generation for Real-World Low-Resource Scenarios21 Feb 2023 0 repositories listed
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Towards a Unified Model for Generating Answers and Explanations in Visual Question Answering25 Jan 2023 0 repositories listed
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Unsupervised Explanation Generation via Correct Instantiations21 Nov 2022 0 repositories listed
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Towards Reasoning-Aware Explainable VQA9 Nov 2022 0 repositories listed
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Motif-guided Time Series Counterfactual Explanations8 Nov 2022 0 repositories listed
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Towards Human Cognition Level-based Experiment Design for Counterfactual Explanations (XAI)31 Oct 2022 0 repositories listed
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CLEAR: Generative Counterfactual Explanations on Graphs16 Oct 2022 0 repositories listed
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COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation14 Oct 2022 0 repositories listed
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Explanations from Large Language Models Make Small Reasoners Better13 Oct 2022 0 repositories listed
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FASTER-CE: Fast, Sparse, Transparent, and Robust Counterfactual Explanations12 Oct 2022 0 repositories listed
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Formal Semantic Geometry over Transformer-based Variational AutoEncoder12 Oct 2022 0 repositories listed
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Exploring Effectiveness of Explanations for Appropriate Trust: Lessons from Cognitive Psychology5 Oct 2022 0 repositories listed
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What and How of Machine Learning Transparency: Building Bespoke Explainability Tools with Interoperable Algorithmic Components8 Sep 2022 0 repositories listed
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RX-ADS: Interpretable Anomaly Detection using Adversarial ML for Electric Vehicle CAN data5 Sep 2022 0 repositories listed
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INTERACTION: A Generative XAI Framework for Natural Language Inference Explanations2 Sep 2022 0 repositories listed
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EGCR: Explanation Generation for Conversational Recommendation17 Aug 2022 0 repositories listed
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Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systems17 Aug 2022 0 repositories listed
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Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives2 Aug 2022 0 repositories listed
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Creating an Explainable Intrusion Detection System Using Self Organizing Maps15 Jul 2022 0 repositories listed
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M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems17 May 2022 0 repositories listed
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Textual Explanations and Critiques in Recommendation Systems15 May 2022 0 repositories listed
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Explainable Assessment of Healthcare Articles with QA1 May 2022 0 repositories listed
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Improving Personalized Explanation Generation through Visualization1 May 2022 0 repositories listed
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Multi-Scale Distribution Deep Variational Autoencoder for Explanation Generation1 May 2022 0 repositories listed
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Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes16 Apr 2022 0 repositories listed
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16 Mar 2022 0 repositories listed
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Counterfactual Explanations for Predictive Business Process Monitoring24 Feb 2022 0 repositories listed
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Best of Both Worlds: A Hybrid Approach for Multi-Hop Explanation with Declarative Facts17 Dec 2021 0 repositories listed
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Generating Fluent Fact Checking Explanations with Unsupervised Post-Editing13 Dec 2021 0 repositories listed
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A Deep Generative XAI Framework for Natural Language Inference Explanations Generation16 Nov 2021 0 repositories listed
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E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning16 Nov 2021 0 repositories listed
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Parameterized Explanations for Investor / Company Matching27 Oct 2021 0 repositories listed
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Hierarchical Aspect-guided Explanation Generation for Explainable Recommendation20 Oct 2021 0 repositories listed
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Explainable Assessment of Healthcare Articles with QA16 Oct 2021 0 repositories listed
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A Framework for Rationale Extraction for Deep QA models9 Oct 2021 0 repositories listed
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Truth Table Deep Convolutional Neural Network, A New SAT-Encodable Architecture - Application To Complete Robustness29 Sep 2021 0 repositories listed
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CounterNet: End-to-End Training of Prediction Aware Counterfactual Explanations15 Sep 2021 0 repositories listed
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Diagnostics-Guided Explanation Generation8 Sep 2021 0 repositories listed
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Are Training Resources Insufficient? Predict First Then Explain!29 Aug 2021 0 repositories listed
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1 Aug 2021 0 repositories listed
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Automatic Claim Review for Climate Science via Explanation Generation30 Jul 2021 0 repositories listed
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How to Do Human Evaluation: Best Practices for User Studies in NLP17 Jul 2021 0 repositories listed
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Not all users are the same: Providing personalized explanations for sequential decision making problems23 Jun 2021 0 repositories listed
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Generating Contrastive Explanations for Inductive Logic Programming Based on a Near Miss Approach15 Jun 2021 0 repositories listed