| Variational Causal Inference Network for Explanatory Visual Question Answering | Jan 1, 2023 | Explanation GenerationExplanatory Visual Question Answering | CodeCode Available | 1 |
| HealthFC: Verifying Health Claims with Evidence-Based Medical Fact-Checking | Sep 15, 2023 | Claim VerificationExplanation Generation | CodeCode Available | 1 |
| REX: Reasoning-aware and Grounded Explanation | Mar 11, 2022 | Decision MakingExplanation Generation | CodeCode Available | 1 |
| TE2Rules: Explaining Tree Ensembles using Rules | Jun 29, 2022 | Binary ClassificationDecision Making | CodeCode Available | 1 |
| Do Vision & Language Decoders use Images and Text equally? How Self-consistent are their Explanations? | Apr 29, 2024 | Answer GenerationBenchmarking | CodeCode Available | 1 |
| A Comprehensive Evaluation of GPT-4V on Knowledge-Intensive Visual Question Answering | Nov 13, 2023 | Decision MakingExplanation Generation | CodeCode Available | 1 |
| Retrieval augmentation of large language models for lay language generation | Nov 7, 2022 | Explanation GenerationRetrieval | CodeCode Available | 1 |
| Explainable Automated Fact-Checking for Public Health Claims | Oct 19, 2020 | Explanation GenerationFact Checking | CodeCode Available | 1 |
| Explainable Legal Case Matching via Inverse Optimal Transport-based Rationale Extraction | Jul 9, 2022 | Explanation GenerationFairness | CodeCode Available | 1 |
| Explaining Patterns in Data with Language Models via Interpretable Autoprompting | Oct 4, 2022 | Explanation GenerationNatural Language Understanding | CodeCode Available | 1 |
| CLEVR-X: A Visual Reasoning Dataset for Natural Language Explanations | Apr 5, 2022 | Explanation GenerationQuestion Answering | CodeCode Available | 1 |
| CodeExp: Explanatory Code Document Generation | Nov 25, 2022 | Explanation GenerationText Generation | CodeCode Available | 1 |
| A Survey on Interpretable Cross-modal Reasoning | Sep 5, 2023 | Cross-Modal RetrievalDecision Making | CodeCode Available | 1 |
| Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language? | Oct 8, 2020 | Explanation Generation | CodeCode Available | 1 |
| Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes | Apr 16, 2022 | Explanation GenerationMulti-hop Question Answering | —Unverified | 0 |
| Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images | Mar 13, 2023 | Common Sense ReasoningExplanation Generation | —Unverified | 0 |
| Are Training Resources Insufficient? Predict First Then Explain! | Aug 29, 2021 | Decision MakingExplanation Generation | —Unverified | 0 |
| Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models | Feb 6, 2025 | Contrastive LearningExplanation Generation | —Unverified | 0 |
| Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives | Aug 2, 2022 | Explanation GenerationQuestion Answering | —Unverified | 0 |
| E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning | Mar 16, 2022 | Explanation GenerationQuestion Answering | —Unverified | 0 |
| Efficiently Explaining CSPs with Unsatisfiable Subset Optimization (extended algorithms and examples) | Mar 21, 2023 | Explanation Generation | —Unverified | 0 |
| Best of Both Worlds: A Hybrid Approach for Multi-Hop Explanation with Declarative Facts | Dec 17, 2021 | Explanation GenerationRetrieval | —Unverified | 0 |
| EGCR: Explanation Generation for Conversational Recommendation | Aug 17, 2022 | Conversational RecommendationExplanation Generation | —Unverified | 0 |
| Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards | May 5, 2021 | Explanation Generationvalid | —Unverified | 0 |
| Balancing Explicability and Explanation in Human-Aware Planning | Aug 1, 2017 | Decision MakingExplanation Generation | —Unverified | 0 |
