Machine Translation

Overview of the SIGTURK 2026 Shared Task: Terminology-Aware Machine Translation for English–Turkish Scientific Texts EACL 2026 Paraphrasing as Zero-shot Translation with Feature-guided Diversity Enhancement ACL 2026 ParsTranslit: Truly Versatile Tajik-Farsi Transliteration EACL 2026 PEAR: Pairwise Evaluation for Automatic Relative Scoring in Machine Translation ACL 2026 PLaST: Towards Paralinguistic-aware Speech Translation AAAI 2026 Post-ASR Correction in Hindi: Comparing Language Models and Large Language Models in Low-Resource Scenarios EACL 2026 Presentation Slide Translation and Layout Error Correction by LLMs ACL 2026 Probabilistic Bilingual Subword Segmentation with Latent Subword Alignment EACL 2026 Quantifying the Impact of Translation Errors on Multilingual LLM Evaluation ACL 2026 Quantitative Analysis of Rhyme and Metre in LLM-generated Translations of Poetry EACL 2026 REINA: Regularized Entropy Information-Based Loss for Efficient Simultaneous Speech Translation AAAI 2026 RESTL: Reinforcement Learning Guided by Multi-Aspect Rewards for Signal Temporal Logic Transformation AAAI 2026 Revisiting Metric Reliability for Fine-grained Evaluation of Machine Translation and Summarization in Indian Languages ACL 2026 RouteLMT: Learned Sample Routing for Hybrid LLM Translation Deployment ACL 2026 SALT-31: A Machine Translation Benchmark Dataset for 31 Ugandan Languages EACL 2026 SAME: Signer-Aware Mixture-of-Experts for Test-Time Adaptation in Sign Language Translation ACL 2026 SASST: Leveraging Syntax-Aware Chunking and LLMs for Simultaneous Speech Translation AAAI 2026 SchemaGraphSQL: Efficient Schema Linking with Pathfinding Graph Algorithms for Text-to-SQL on Large-Scale Databases EACL 2026 Schema on the Inside: A Two-Phase Fine-Tuning Method for High-Efficiency Text-to-SQL at Scale AAAI 2026 Science Across Languages: Assessing LLM Multilingual Translation of Scientific Papers EACL 2026 Script Correction and Synthetic Pivoting: Adapting Tencent HY-MT for Low-Resource Turkic Translation EACL 2026 Seeing Words Differently: Visual Embeddings for Robust English-Arabic Machine Translation EACL 2026 Shughni Machine Translation Enhanced by Donor Languages EACL 2026 Simultaneous Speech-to-Text Translation Web Application for Estonian EACL 2026 SinFoS: A Parallel Dataset for Translating Sinhala Figures of Speech EACL 2026