reference-free evaluation

Simple Test Time Scaling for Machine Translation: Kaze-MT at the WMT25 General Translation Task EMNLP 2025 SkillAggregation: Reference-free LLM-Dependent Aggregation ACL 2025 An Examination of the Robustness of Reference-Free Image Captioning Evaluation Metrics EACL 2024 BLASER 2.0: a metric for evaluation and quality estimation of massively multilingual speech and text translation EMNLP 2024 CLAVE: An Adaptive Framework for Evaluating Values of LLM Generated Responses NeurIPS 2024 FLEUR: An Explainable Reference-Free Evaluation Metric for Image Captioning Using a Large Multimodal Model ACL 2024 From Model-centered to Human-Centered: Revision Distance as a Metric for Text Evaluation in LLMs-based Applications ACL 2024 How Reliable Are Automatic Evaluation Methods for Instruction-Tuned LLMs? EMNLP 2024 LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores ACL 2024 MT-Ranker: Reference-free machine translation evaluation by inter-system ranking ICLR 2024 Multi-Dimensional Machine Translation Evaluation: Model Evaluation and Resource for Korean COLING 2024 Ranking Large Language Models without Ground Truth ACL 2024 Reference-based Metrics Disprove Themselves in Question Generation EMNLP 2024 Reference-Free Estimation of the Quality of Clinical Notes Generated from Doctor-Patient Conversations Interspeech 2024 SLIDE: Reference-free Evaluation for Machine Translation using a Sliding Document Window NAACL 2024 SocREval: Large Language Models with the Socratic Method for Reference-free Reasoning Evaluation NAACL 2024 Themis: A Reference-free NLG Evaluation Language Model with Flexibility and Interpretability EMNLP 2024 Towards a Scalable Reference-Free Evaluation of Generative Models NeurIPS 2024 A Holistic Approach to Reference-Free Evaluation of Machine Translation ACL 2023 A Reference-free Segmentation Quality Index (SegReFree) EMNLP 2023 Benchmarking Foundation Models with Language-Model-as-an-Examiner NeurIPS 2023 C-PMI: Conditional Pointwise Mutual Information for Turn-level Dialogue Evaluation ACL 2023 DocAsRef: An Empirical Study on Repurposing Reference-based Summary Quality Metrics as Reference-free Metrics EMNLP 2023 Evaluating Factual Consistency of Texts with Semantic Role Labeling ACL 2023 Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback ACL 2023