机器翻译论文趋势 2023–2026
翻译与多语
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 153 篇被归入该主题的论文。
主要结论
- 机器翻译论文从 2023 年的 54 篇降到 2026 年的 34 篇，热度在回落。
- NeurIPS 是发机器翻译论文最多的会议，2023–2026 年共 53 篇，占四个会议总量的 35%。
- 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 5 篇增至 2026 年的 9 篇。
- 在「自然语言」的 5 个主题里，它的 2026 年论文数排第 5；同组增长最快的检索增强生成是 5.4 倍，机器翻译是 0.6 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 14 | 16 | 11 | 13 | 54 |
| 2024 | 12 | 15 | 2 | 4 | 33 |
| 2025 | 14 | 7 | 6 | 5 | 32 |
| 2026 | 13 | 6 | 10 | 5 | 34 |
代表论文
按年份和会议均匀挑选，方便快速看到每一届的样貌
- NeurIPS 2026DocPTBench: Benchmarking End-to-End Photographed Document Parsing and Translation
- ICML 2026Any2Any: Unified Arbitrary Modality Translation for Remote Sensing
- ICLR 2026Translation Heads: Unveiling Attention's Role in LLM Multilingual Translation
- CVPR 2026BoostSLT Boosting Sign Language Translation via a Plug-and-Play Diffusion-Based Semantic
- NeurIPS 2025Equi-mRNA: Protein Translation Equivariant Encoding for mRNA Language Models
- ICML 2025Learning the RoPEs: Better 2D and 3D Position Encodings with STRING
- ICLR 2025Improving Neural Optimal Transport via Displacement Interpolation
- CVPR 2025Lost in Translation, Found in Context: Sign Language Translation with Contextual Cues
- NeurIPS 2024Towards Explainable Evaluation Metrics for Machine Translation
- ICML 2024Translation Equivariant Transformer Neural Processes
- ICLR 2024Sign2GPT: Leveraging Large Language Models for Gloss-Free Sign Language Translation
- CVPR 2024StegoGAN: Leveraging Steganography for Non-Bijective Image-to-Image Translation
- NeurIPS 2023Accessing Higher Dimensions for Unsupervised Word Translation
- ICML 2023Abstract-to-Executable Trajectory Translation for One-Shot Task Generalization
- ICLR 2023Efficient Federated Domain Translation
- CVPR 2023Fix the Noise: Disentangling Source Feature for Controllable Domain Translation
- NeurIPS 2026ReSCUE: Re-translation with Sentence Commitment for Unsegmented Long-Form Simultaneous Sign Language Translation
- ICML 2026Bridging Functional Correctness and Runtime Efficiency Gaps in LLM-Based Code Translation
- ICLR 2026DiscoX: Benchmarking Discourse-Level Translation in Expert Domains
- CVPR 2026MERIT Multi-domain Efficient RAW Image Translation
全部机器翻译论文
共 32 篇，第 1 / 1 页
- CVPR 2025Deterministic Image-to-Image Translation via Denoising Brownian Bridge Models with Dual Approximators
- CVPR 2025FSboard: Over 3 Million Characters of ASL Fingerspelling Collected via Smartphones
- CVPR 2025Learning to Filter Outlier Edges in Global SfM
- CVPR 2025Lost in Translation, Found in Context: Sign Language Translation with Contextual Cues
- CVPR 2025StyleMaster: Stylize Your Video with Artistic Generation and Translation
- ICLR 2025Adapters for Altering LLM Vocabularies: What Languages Benefit the Most?
- ICLR 2025Diffusion Bridge Implicit Models
- ICLR 2025Improving Neural Optimal Transport via Displacement Interpolation
- ICLR 2025Looking Backward: Streaming Video-to-Video Translation with Feature Banks
- ICLR 2025Scaling Laws for Downstream Task Performance in Machine Translation
- ICLR 2025X-ALMA: Plug & Play Modules and Adaptive Rejection for Quality Translation at Scale
- ICLR 2025YouTube-SL-25: A Large-Scale, Open-Domain Multilingual Sign Language Parallel Corpus
- ICML 2025AEQA-NAT : Adaptive End-to-end Quantization Alignment Training Framework for Non-autoregressive Machine Translation
- ICML 2025Diversified Flow Matching with Translation Identifiability
- ICML 2025Learning from others' mistakes: Finetuning machine translation models with span-level error annotations
- ICML 2025Learning the RoPEs: Better 2D and 3D Position Encodings with STRING
- ICML 2025Overcoming Spurious Solutions in Semi-Dual Neural Optimal Transport: A Smoothing Approach for Learning the Optimal Transport Plan
- ICML 2025Reward Translation via Reward Machine in Semi-Alignable MDPs
- NeurIPS 2025Alias-Free ViT: Fractional Shift Invariance via Linear Attention
- NeurIPS 2025Bridging Sign and Spoken Languages: Pseudo Gloss Generation for Sign Language Translation
- NeurIPS 2025Calibrating Translation Decoding with Quality Estimation on LLMs
- NeurIPS 2025Equi-mRNA: Protein Translation Equivariant Encoding for mRNA Language Models
- NeurIPS 2025Exploring the Translation Mechanism of Large Language Models
- NeurIPS 2025Fractional Diffusion Bridge Models
- NeurIPS 2025GeneFlow: Translation of Single-cell Gene Expression to Histopathological Images via Rectified Flow
- NeurIPS 2025Geo-Sign: Hyperbolic Contrastive Regularisation for Geometrically Aware Sign Language Translation
- NeurIPS 2025MuRating: A High Quality Data Selecting Approach to Multilingual Large Language Model Pretraining
- NeurIPS 2025PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation
- NeurIPS 2025QiMeng-MuPa: Mutual-Supervised Learning for Sequential-to-Parallel Code Translation
- NeurIPS 2025QiMeng-NeuComBack: Self-Evolving Translation from IR to Assembly Code
- NeurIPS 2025ROOT: Rethinking Offline Optimization as Distributional Translation via Probabilistic Bridge
- NeurIPS 2025SimulMEGA: MoE Routers are Advanced Policy Makers for Simultaneous Speech Translation
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查机器翻译在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "machine-translation"}
常见问题
- 2023–2026 年四大会议一共有多少篇机器翻译论文？
- 共 153 篇，按年份分别是 2023 年 54 篇、2024 年 33 篇、2025 年 32 篇、2026 年 34 篇。
- NeurIPS 2026 有多少篇机器翻译论文？
- NeurIPS 2026 有 13 篇机器翻译论文，上一届是 14 篇。
- ICLR 2026 有多少篇机器翻译论文？
- ICLR 2026 有 6 篇机器翻译论文，上一届是 7 篇。
- ICML 2026 有多少篇机器翻译论文？
- ICML 2026 有 10 篇机器翻译论文，上一届是 6 篇。
- CVPR 2026 有多少篇机器翻译论文？
- CVPR 2026 有 5 篇机器翻译论文，上一届是 5 篇。
- 哪个会议的机器翻译论文最多？
- NeurIPS，2023–2026 年共 53 篇。