answer verification

Beyond Multiple Choice: Verifiable OpenQA for Robust Vision-Language RFT CVPR 2026 Syllogism-Inspired TableQA: Evidentialization Makes Decomposition Reasoning and Answer Verification More Reliable AAAI 2026 CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward EMNLP 2025 Counterfactual Debating with Preset Stances for Hallucination Elimination of LLMs COLING 2025 FaVe: Factored and Verified Search Rationale for Long-form Answer ACL 2025 Retrieving Support to Rank Answers in Open-Domain Question Answering EMNLP 2025 UniMath-CoT: A Unified Framework for Multimodal Mathematical Reasoning with Re-Inference Affirmation EMNLP 2025 Benchmarking and Improving Generator-Validator Consistency of Language Models ICLR 2024 Forward-Backward Reasoning in Large Language Models for Mathematical Verification ACL 2024 Rationale-Aware Answer Verification by Pairwise Self-Evaluation EMNLP 2024 Double Retrieval and Ranking for Accurate Question Answering EACL 2023 Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics ACL 2022 Can NLI Models Verify QA Systems’ Predictions? EMNLP 2021 Joint Models for Answer Verification in Question Answering Systems ACL 2021 Retrospective Reader for Machine Reading Comprehension AAAI 2021 Read + Verify: Machine Reading Comprehension with Unanswerable Questions AAAI 2019 SemEval-2019 Task 8: Fact Checking in Community Question Answering Forums SemEval 2019 SolomonLab at SemEval-2019 Task 8: Question Factuality and Answer Veracity Prediction in Community Forums SemEval 2019 Multi-Passage Machine Reading Comprehension with Cross-Passage Answer Verification ACL 2018