counterfactual analysis

DEFT: Demystifying VLN Failures via a Unified Dual-View Explainability Framework for LLM-based Agents ACL 2026 Estimating Online Influence Needs Causal Modeling! Counterfactual Analysis of Misinformation Engagement on Social Media AAAI 2026 UERLens: Understanding Event Relations in Large Language Models ACL 2026 CAIR: Counterfactual-based Agent Influence Ranker for Agentic AI Workflows EMNLP 2025 Evaluating Shortcut Utilization in Deep Learning Disease Classification through Counterfactual Analysis MIDL 2025 First-Person Fairness in Chatbots ICLR 2025 From Generating Answers to Building Explanations: Integrating Multi-Round RAG and Causal Modeling for Scientific QA NAACL 2025 LinguaLens: Towards Interpreting Linguistic Mechanisms of Large Language Models via Sparse Auto-Encoder EMNLP 2025 Relevant for the Right Reasons? Investigating Lexical Biases in Zero-Shot and Instruction-Tuned Rerankers EMNLP 2025 Treble Counterfactual VLMs: A Causal Approach to Hallucination EMNLP 2025 Why the Agent Made that Decision: Contrastive Explanation Learning for Reinforcement Learning IJCAI 2025 Beyond Agreement: Diagnosing the Rationale Alignment of Automated Essay Scoring Methods based on Linguistically-informed Counterfactuals EMNLP 2024 Born Differently Makes a Difference: Counterfactual Study of Bias in Biography Generation from a Data-to-Text Perspective ACL 2024 CausalCite: A Causal Formulation of Paper Citations ACL 2024 Do Large Code Models Understand Programming Concepts? Counterfactual Analysis for Code Predicates ICML 2024 Causal Modeling of Policy Interventions From Treatment-Outcome Sequences ICML 2023 Counterfactual Analysis in Dynamic Latent State Models ICML 2023 Counterfactually Comparing Abstaining Classifiers NeurIPS 2023 Does the Correctness of Factual Knowledge Matter for Factual Knowledge-Enhanced Pre-trained Language Models? EMNLP 2023 Extracting or Guessing? Improving Faithfulness of Event Temporal Relation Extraction EACL 2023 Understanding and Adopting Rational Behavior by Bellman Score Estimation ICLR 2023 Would I have gotten that reward? Long-term credit assignment by counterfactual contribution analysis NeurIPS 2023 CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior NeurIPS 2022 Document-Level Event Argument Extraction by Leveraging Redundant Information and Closed Boundary Loss NAACL 2022 Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis NAACL 2022