Quality Estimation

PEAR: Pairwise Evaluation for Automatic Relative Scoring in Machine Translation ACL 2026 A Framework for Large-Scale Parallel Corpus Evaluation: Ensemble Quality Estimation Models Versus Human Assessment ACL 2025 Alleviating Distribution Shift in Synthetic Data for Machine Translation Quality Estimation ACL 2025 AskQE: Question Answering as Automatic Evaluation for Machine Translation ACL 2025 BOUQuET : dataset, Benchmark and Open initiative for Universal Quality Evaluation in Translation EMNLP 2025 LiTransProQA: An LLM-based Literary Translation Evaluation Metric with Professional Question Answering EMNLP 2025 Quality-Aware Decoding: Unifying Quality Estimation and Decoding ACL 2025 RUBRIC-MQM : Span-Level LLM-as-judge in Machine Translation For High-End Models ACL 2025 Error Analysis Prompting Enables Human-Like Translation Evaluation in Large Language Models ACL 2024 MMTE: Corpus and Metrics for Evaluating Machine Translation Quality of Metaphorical Language EMNLP 2024 SpeechQE: Estimating the Quality of Direct Speech Translation EMNLP 2024 What do Large Language Models Need for Machine Translation Evaluation? EMNLP 2024 A Multi-task Learning Framework for Quality Estimation ACL 2023 Denoising Pre-training for Machine Translation Quality Estimation with Curriculum Learning AAAI 2023 Improving Translation Quality Estimation with Bias Mitigation ACL 2023 The OPUS-MT Dashboard – A Toolkit for a Systematic Evaluation of Open Machine Translation Models ACL 2023 Alibaba-Translate China’s Submission for WMT2022 Metrics Shared Task EMNLP 2022 Alibaba-Translate China’s Submission for WMT 2022 Quality Estimation Shared Task EMNLP 2022 Better Quality Estimation for Low Resource Corpus Mining ACL 2022 BJTU-Toshiba’s Submission to WMT22 Quality Estimation Shared Task EMNLP 2022 COMET-22: Unbabel-IST 2022 Submission for the Metrics Shared Task EMNLP 2022 CometKiwi: IST-Unbabel 2022 Submission for the Quality Estimation Shared Task EMNLP 2022 CrossQE: HW-TSC 2022 Submission for the Quality Estimation Shared Task EMNLP 2022 Embarrassingly Easy Document-Level MT Metrics: How to Convert Any Pretrained Metric into a Document-Level Metric EMNLP 2022 Findings of the WMT 2022 Shared Task on Quality Estimation EMNLP 2022