临床 NLP论文趋势 2023–2026

主要结论

• 临床 NLP论文从 2023 年的 15 篇增长到 2026 年的 48 篇，三年间扩大到约 3.2 倍。
• NeurIPS 是发临床 NLP论文最多的会议，2023–2026 年共 48 篇，占四个会议总量的 47%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 14 篇。
• 在「健康与生命科学」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的医学影像是 2.9 倍，临床 NLP是 3.2 倍。

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 2026Artificial Aphasias in Lesioned Language Models
• ICML 2026NBCG: Nash-Bargained Causal Game for Long-Tailed Multi-Label NLP
• ICLR 2026Benchmarking ECG Foundational Models: A Reality Check Across Clinical Tasks
• CVPR 2026Med-CMR A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic
• NeurIPS 2025Timely Clinical Diagnosis through Active Test Selection
• ICML 2025Doubly Protected Estimation for Survival Outcomes Utilizing External Controls for Randomized Clinical Trials
• ICLR 2025Effective post-training embedding compression via temperature control in contrastive training
• NeurIPS 2024Newswire: A Large-Scale Structured Database of a Century of Historical News
• ICML 2024Contrastive Learning for Clinical Outcome Prediction with Partial Data Sources
• ICLR 2024Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals
• NeurIPS 2023Text Alignment Is An Efficient Unified Model for Massive NLP Tasks
• ICML 2023Prefer to Classify: Improving Text Classifiers via Auxiliary Preference Learning
• ICLR 2023KnowDA: All-in-One Knowledge Mixture Model for Data Augmentation in Low-Resource NLP
• NeurIPS 2026Can Bits Seal Language?
• ICML 2026Attention Hijacking: Backdooring Text Dataset Distillation via Semantic Anchors
• ICLR 2026AP-OOD: Attention Pooling for Out-of- Distribution Detection
• CVPR 2026X-PCR A Benchmark for Cross-modality Progressive Clinical Reasoning in Ophthalmic
• NeurIPS 2025ClinBench: A Standardized Multi-Domain Framework for Evaluating Large Language Models in Clinical Information Extraction
• ICML 2025EEG-Language Pretraining for Highly Label-Efficient Clinical Phenotyping
• ICLR 2025Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification

全部临床 NLP论文

共 35 篇，第 1 / 1 页

1. ICLR 2026AbdCTBench: Learning Clinical Biomarker Representations from Abdominal Surface Geometry
2. ICLR 2026AP-OOD: Attention Pooling for Out-of- Distribution Detection
3. ICLR 2026Benchmarking ECG Foundational Models: A Reality Check Across Clinical Tasks
4. ICLR 2026BTZSC: A Benchmark for Zero-Shot Text Classification Across Cross-Encoders, Embedding Models, and Rerankers
5. ICLR 2026Can we generate portable representations for clinical time series data using LLMs?
6. ICLR 2026CerebraGloss: Instruction-Tuning a Large Vision-Language Model for Fine-Grained Clinical EEG Interpretation
7. ICLR 2026Doctor-R1: Mastering Clinical Inquiry with Experiential Agentic Reinforcement Learning
8. ICLR 2026HUME: Measuring the Human-Model Performance Gap in Text Embedding Tasks
9. ICLR 2026LiveClin: A Live Clinical Benchmark without Leakage
10. ICLR 2026MedLesionVQA: A Multimodal Benchmark Emulating Clinical Visual Diagnosis for Body Surface Health
11. ICLR 2026MrRoPE: Mixed-radix Rotary Position Embedding
12. ICLR 2026Tokenisation over Bounded Alphabets is Hard
13. ICLR 2025Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHR Data
14. ICLR 2025Effective post-training embedding compression via temperature control in contrastive training
15. ICLR 2025Fiddler: CPU-GPU Orchestration for Fast Inference of Mixture-of-Experts Models
16. ICLR 2025Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification
17. ICLR 2025Regretful Decisions under Label Noise
18. ICLR 2025Repetition Improves Language Model Embeddings
19. ICLR 2025The Foundations of Tokenization: Statistical and Computational Concerns
20. ICLR 2024Branch-GAN: Improving Text Generation with (not so) Large Language Models
21. ICLR 2024Closing the Curious Case of Neural Text Degeneration
22. ICLR 2024Diagnosing Transformers: Illuminating Feature Spaces for Clinical Decision-Making
23. ICLR 2024Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals
24. ICLR 2024SEA: Sparse Linear Attention with Estimated Attention Mask
25. ICLR 2024What's In My Big Data?
26. ICLR 2024Yet Another ICU Benchmark: A Flexible Multi-Center Framework for Clinical ML
27. ICLR 2024Zoology: Measuring and Improving Recall in Efficient Language Models
28. ICLR 2023KnowDA: All-in-One Knowledge Mixture Model for Data Augmentation in Low-Resource NLP
29. ICLR 2023Language Modelling with Pixels
30. ICLR 2023Leveraging Large Language Models for Multiple Choice Question Answering
31. ICLR 2023Linear Connectivity Reveals Generalization Strategies
32. ICLR 2023Linearly Mapping from Image to Text Space
33. ICLR 2023Text Summarization with Oracle Expectation
34. ICLR 2023TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven Optimization
35. ICLR 2023WikiWhy: Answering and Explaining Cause-and-Effect Questions

常见问题

2023–2026 年四大会议一共有多少篇临床 NLP论文？

共 103 篇，按年份分别是 2023 年 15 篇、2024 年 22 篇、2025 年 18 篇、2026 年 48 篇。

NeurIPS 2026 有多少篇临床 NLP论文？

NeurIPS 2026 有 24 篇临床 NLP论文，上一届是 9 篇。

ICLR 2026 有多少篇临床 NLP论文？

ICLR 2026 有 12 篇临床 NLP论文，上一届是 7 篇。

ICML 2026 有多少篇临床 NLP论文？

ICML 2026 有 10 篇临床 NLP论文，上一届是 2 篇。

CVPR 2026 有多少篇临床 NLP论文？

CVPR 2026 有 2 篇临床 NLP论文。

哪个会议的临床 NLP论文最多？

NeurIPS，2023–2026 年共 48 篇。