reference-free evaluation

BanglaSummEval: Reference-Free Factual Consistency Evaluation for Bangla Summarization EACL 2026 Cross-Examination Framework: A Task-Agnostic Diagnostic for Information Fidelity in Text-to-Text Generation ACL 2026 DREAM: Deep Research Evaluation with Agentic Metrics ACL 2026 LLM-Free Image Captioning Evaluation in Reference-Flexible Settings AAAI 2026 MovieRecapsQA: A Multimodal Open-Ended Video Question-Answering Benchmark CVPR 2026 Putting Captions to the Test: Evaluating Video Caption Quality through Multiple-Choice Question Answering ACL 2026 RAGVUE: A Diagnostic View for Explainable and Automated Evaluation of Retrieval-Augmented Generation EACL 2026 ReFEree: Reference-Free and Fine-Grained Method for Evaluating Factual Consistency in Real-World Code Summarization ACL 2026 VC-Inspector: Advancing Reference-free Evaluation of Video Captions with Factual Analysis ACL 2026 ARGENT: Automatic Reference-free Evaluation for Open-Ended Text Generation without Source Inputs ACL 2025 A Tale of Evaluating Factual Consistency: Case Study on Long Document Summarization Evaluation ACL 2025 AUEB-Archimedes at RIRAG-2025: Is Obligation concatenation really all you need? COLING 2025 Comparison-Based Automatic Evaluation for Meeting Summarization Interspeech 2025 DIMCIM: A Quantitative Evaluation Framework for Default-mode Diversity and Generalization in Text-to-Image Generative Models ICCV 2025 EXPERT: An Explainable Image Captioning Evaluation Metric with Structured Explanations ACL 2025 F2TEval: Human-Aligned Multi-Dimensional Evaluation for Figure-to-Text Task EMNLP 2025 GEMBA V2: Ten Judgments Are Better Than One EMNLP 2025 IMPARA-GED: Grammatical Error Detection is Boosting Reference-free Grammatical Error Quality Estimator ACL 2025 LeMAJ (Legal LLM-as-a-Judge): Bridging Legal Reasoning and LLM Evaluation EMNLP 2025 LiTransProQA: An LLM-based Literary Translation Evaluation Metric with Professional Question Answering EMNLP 2025 LLM-based post-editing as reference-free GEC evaluation ACL 2025 MATCH: Task-Driven Code Evaluation through Contrastive Learning EMNLP 2025 Measuring the Robustness of Reference-Free Dialogue Evaluation Systems COLING 2025 PoSum-Bench: Benchmarking Position Bias in LLM-based Conversational Summarization EMNLP 2025 QEVA: A Reference-Free Evaluation Metric for Narrative Video Summarization with Multimodal Question Answering EMNLP 2025