临床 NLP论文趋势 2023–2026
电子病历与临床文本
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 103 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 5 | 8 | 2 | 0 | 15 |
| 2024 | 10 | 8 | 4 | 0 | 22 |
| 2025 | 9 | 7 | 2 | 0 | 18 |
| 2026 | 24 | 12 | 10 | 2 | 48 |
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 24 篇，第 1 / 1 页
- NeurIPS 2026Artificial Aphasias in Lesioned Language Models
- NeurIPS 2026Bypassing PC1 Makes SAEs More Reproducible
- NeurIPS 2026Can Bits Seal Language?
- NeurIPS 2026CardioLens: Revealing the Clinical Reality Gap of MLLMs via Multi-Sequence Cardiac MRI Evaluations
- NeurIPS 2026CLEF: EEG Foundation Models for Learning Clinical Semantics
- NeurIPS 2026DoAtlas-1: A Causal Compilation Paradigm for Clinical AI
- NeurIPS 2026ECG-Reasoning-Benchmark: A Benchmark for Evaluating Clinical Reasoning Capabilities in ECG Interpretation
- NeurIPS 2026EHRNote-ChatQA: A Benchmark for Evidence-Grounded Multi-Turn Clinical Question Answering over Longitudinal Discharge Summaries
- NeurIPS 2026M4Bench: Evaluating Procedural Specification for Clinical EHR Derivation Agents
- NeurIPS 2026MedEvoEval: Evaluating Continual Evolution of Doctor Agents through Simulated Clinical Episodes
- NeurIPS 2026MedExAgent: Training LLM Agents to Ask, Examine, and Diagnose in Noisy Clinical Environments
- NeurIPS 2026MedHEB: Benchmarking Medical Embeddings Across Heterogeneous Clinical Evidence
- NeurIPS 2026MentalHospital: A Virtual Environment for Evaluating Psychiatric Clinical Encounters
- NeurIPS 2026Neural Signals Generate Clinical Notes in the Wild
- NeurIPS 2026NeuroAtlas: Benchmarking Foundation Models for Clinical EEG and Brain-Computer Interfaces
- NeurIPS 2026NPCBench: A Clinical Apprenticeship Benchmark for Guideline-Constrained Care-Pathway Reasoning in Nasopharyngeal Carcinoma
- NeurIPS 2026REINS: Learning Inertia-Induced Geometry for Physics-Consistent Motion Representation in Clinical Gait Phenotyping
- NeurIPS 2026Risk Horizons: Structured Hypothesis Spaces for Longitudinal Clinical Prediction
- NeurIPS 2026Semantic-Level Invariant Representation Learning for Cross-Hospital Clinical EEG Modeling
- NeurIPS 2026Temporal Island Sparse Autoencoders for Interpreting Clinical Time-Series Models
- NeurIPS 2026TherapyGym: Evaluating and Aligning Clinical Fidelity and Safety in Therapy Chatbots
- NeurIPS 2026Towards Error-Free EHRs: Reasoning-Intensive Consistency Verification Between Clinical Notes and Structured Tables in Electronic Health Records
- NeurIPS 2026TrialAgentBench: Evaluating AI Agents for Clinical-Trial Analysis and Long-Horizon Drug-Development Decisions
- NeurIPS 2026What Does the AI Doctor Value? Auditing Pluralism in the Clinical Ethics of Language Models
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 查临床 NLP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": "clinical-nlp"}
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。