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factuality evaluation

64 papers

Papers

Auto-BenchmarkCard: Automated Synthesis of Benchmark Documentation AAAI 2026 Evaluating the Factuality of Large Language Models Using Multiple Plug-and-Play Fact Sources AAAI 2026 Factuality Evaluation Using Reasoning and World Modeling AAAI 2026 SAGE: A Search-AuGmented Evaluation of Large Language Models on Free-Form QA ACL 2026 Video SimpleQA: Towards Factuality Evaluation in Large Video Language Models AAAI 2026 When Benchmarks Age: Temporal Misalignment through Large Language Model Factuality Evaluation EACL 2026 A Tale of Evaluating Factual Consistency: Case Study on Long Document Summarization Evaluation ACL 2025 Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards EMNLP 2025 CaLMQA: Exploring culturally specific long-form question answering across 23 languages ACL 2025 Can Large Language Models Accurately Generate Answer Keys for Health-related Questions? ACL 2025 Chinese SafetyQA: A Safety Short-form Factuality Benchmark for Large Language Models ACL 2025 Chinese SimpleQA: A Chinese Factuality Evaluation for Large Language Models ACL 2025 FactBench: A Dynamic Benchmark for In-the-Wild Language Model Factuality Evaluation ACL 2025 Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation NAACL 2025 FaStFact: Faster, Stronger Long-Form Factuality Evaluations in LLMs EMNLP 2025 HalluLens: LLM Hallucination Benchmark ACL 2025 How Does Response Length Affect Long-Form Factuality ACL 2025 Improving Model Factuality with Fine-grained Critique-based Evaluator ACL 2025 Is the Top Still Spinning? Evaluating Subjectivity in Narrative Understanding EMNLP 2025 LMU at PerAnsSumm 2025: LlaMA-in-the-loop at Perspective-Aware Healthcare Answer Summarization Task 2.2 Factuality NAACL 2025 Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025 OpenFactCheck: Building, Benchmarking Customized Fact-Checking Systems and Evaluating the Factuality of Claims and LLMs COLING 2025 See the World, Discover Knowledge: A Chinese Factuality Evaluation for Large Vision Language Models ACL 2025 SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models ICCV 2025 T2I-FactualBench: Benchmarking the Factuality of Text-to-Image Models with Knowledge-Intensive Concepts ACL 2025