信息抽取论文趋势 2023–2026
NER、关系与事件抽取
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 798 篇被归入该主题的论文。
主要结论
- 信息抽取论文从 2023 年的 143 篇增长到 2026 年的 266 篇，三年间扩大到约 1.9 倍。
- NeurIPS 是发信息抽取论文最多的会议，2023–2026 年共 287 篇，占四个会议总量的 36%。
- 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 2 篇增至 2026 年的 28 篇。
- 在「自然语言」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的检索增强生成是 5.4 倍，信息抽取是 1.9 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 44 | 26 | 46 | 27 | 143 |
| 2024 | 67 | 36 | 65 | 22 | 190 |
| 2025 | 80 | 50 | 46 | 23 | 199 |
| 2026 | 96 | 63 | 74 | 33 | 266 |
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 2026$\texttt{bispectrum}$: Selective $G$-Bispectra Made Practical
- ICML 2026AREA: Attribute Extraction and Aggregation for CLIP-Based Class-Incremental Learning
- ICLR 2026An Information-Theoretic Parameter-Free Bayesian Framework for Probing Labeled Dependency Trees from Attention Score
- CVPR 2026ActiveGrasp Information-Guided Active Grasping with Calibrated Energy-based Model
- NeurIPS 2025A Pre-training Framework for Relational Data with Information-theoretic Principles
- ICML 2025A Peer-review Look on Multi-modal Clustering: An Information Bottleneck Realization Method
- ICLR 2025ADAM: An Embodied Causal Agent in Open-World Environments
- CVPR 2025A Focused Human Body Model for Accurate Anthropometric Measurements Extraction
- NeurIPS 2024TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools
- ICML 2024An Information-Theoretic Analysis of In-Context Learning
- ICLR 2024Bayes Conditional Distribution Estimation for Knowledge Distillation Based on Conditional Mutual Information
- CVPR 2024Differentiable Information Bottleneck for Deterministic Multi-view Clustering
- NeurIPS 2023A Novel Approach for Effective Multi-View Clustering with Information-Theoretic Perspective
- ICML 2023Abstracting Imperfect Information Away from Two-Player Zero-Sum Games
- ICLR 2023A VAE for Transformers with Nonparametric Variational Information Bottleneck
- CVPR 2023"Seeing" Electric Network Frequency From Events
- NeurIPS 2026An Information-theoretic Framework for Auditing Unfairness in Training Data
- ICML 2026GCIB: Graph Contrastive Information Bottleneck for Multi-Behavior Recommendation
- ICLR 2026Calibrated Information Bottleneck for Trusted Multi-modal Clustering
- CVPR 2026Beyond Whats Shared Recovering Lost Unique Information from Intermediate Layers
全部信息抽取论文
共 798 篇，第 14 / 16 页
- NeurIPS 2024Uncertainty of Thoughts: Uncertainty-Aware Planning Enhances Information Seeking in LLMs
- NeurIPS 2024Visual Anchors Are Strong Information Aggregators For Multimodal Large Language Model
- NeurIPS 2024What Matters in Graph Class Incremental Learning? An Information Preservation Perspective
- NeurIPS 2024What Rotary Position Embedding Can Tell Us: Identifying Query and Key Weights Corresponding to Basic Syntactic or High-level Semantic Information
- NeurIPS 2024Zipfian Whitening
- CVPR 2023"Seeing" Electric Network Frequency From Events
- CVPR 2023Boosting Weakly-Supervised Temporal Action Localization With Text Information
- CVPR 2023CXTrack: Improving 3D Point Cloud Tracking With Contextual Information
- CVPR 2023DA-DETR: Domain Adaptive Detection Transformer With Information Fusion
- CVPR 2023Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric
- CVPR 2023Deep Polarization Reconstruction With PDAVIS Events
- CVPR 2023Enhancing Multiple Reliability Measures via Nuisance-Extended Information Bottleneck
- CVPR 2023Enlarging Instance-Specific and Class-Specific Information for Open-Set Action Recognition
- CVPR 2023EvShutter: Transforming Events for Unconstrained Rolling Shutter Correction
- CVPR 2023Exemplar-FreeSOLO: Enhancing Unsupervised Instance Segmentation With Exemplars
- CVPR 2023GeoLayoutLM: Geometric Pre-Training for Visual Information Extraction
- CVPR 2023High-Fidelity Event-Radiance Recovery via Transient Event Frequency
- CVPR 2023HS-Pose: Hybrid Scope Feature Extraction for Category-Level Object Pose Estimation
- CVPR 2023Invertible Neural Skinning
- CVPR 2023JacobiNeRF: NeRF Shaping With Mutual Information Gradients
- CVPR 2023Label Information Bottleneck for Label Enhancement
- CVPR 2023Modeling Entities As Semantic Points for Visual Information Extraction in the Wild
- CVPR 2023Mutual Information-Based Temporal Difference Learning for Human Pose Estimation in Video
- CVPR 2023NerVE: Neural Volumetric Edges for Parametric Curve Extraction From Point Cloud
- CVPR 2023Occlusion-Free Scene Recovery via Neural Radiance Fields
- CVPR 2023Polarimetric iToF: Measuring High-Fidelity Depth Through Scattering Media
- CVPR 2023Re-Thinking Model Inversion Attacks Against Deep Neural Networks
- CVPR 2023TempSAL - Uncovering Temporal Information for Deep Saliency Prediction
- CVPR 2023TensoIR: Tensorial Inverse Rendering
- CVPR 2023TopDiG: Class-Agnostic Topological Directional Graph Extraction From Remote Sensing Images
- CVPR 2023Towards All-in-One Pre-Training via Maximizing Multi-Modal Mutual Information
- CVPR 2023VDN-NeRF: Resolving Shape-Radiance Ambiguity via View-Dependence Normalization
- ICLR 2023A VAE for Transformers with Nonparametric Variational Information Bottleneck
- ICLR 2023An Exact Poly-Time Membership-Queries Algorithm for Extracting a Three-Layer ReLU Network
- ICLR 2023Bayesian Oracle for bounding information gain in neural encoding models
- ICLR 2023Can discrete information extraction prompts generalize across language models?
- ICLR 2023Correlative Information Maximization Based Biologically Plausible Neural Networks for Correlated Source Separation
- ICLR 2023Direct Embedding of Temporal Network Edges via Time-Decayed Line Graphs
- ICLR 2023Evolving Populations of Diverse RL Agents with MAP-Elites
- ICLR 2023FIT: A Metric for Model Sensitivity
- ICLR 2023Information Plane Analysis for Dropout Neural Networks
- ICLR 2023Information-Theoretic Analysis of Unsupervised Domain Adaptation
- ICLR 2023Information-Theoretic Diffusion
- ICLR 2023Interpretability with full complexity by constraining feature information
- ICLR 2023Is Attention All That NeRF Needs?
- ICLR 2023Measure the Predictive Heterogeneity
- ICLR 2023Measuring Forgetting of Memorized Training Examples
- ICLR 2023Panning for Gold in Federated Learning: Targeted Text Extraction under Arbitrarily Large-Scale Aggregation
- ICLR 2023Perfectly Secure Steganography Using Minimum Entropy Coupling
- ICLR 2023Predicting Cellular Responses with Variational Causal Inference and Refined Relational Information
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 查信息抽取在 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": "information-extraction"}
常见问题
- 2023–2026 年四大会议一共有多少篇信息抽取论文？
- 共 798 篇，按年份分别是 2023 年 143 篇、2024 年 190 篇、2025 年 199 篇、2026 年 266 篇。
- NeurIPS 2026 有多少篇信息抽取论文？
- NeurIPS 2026 有 96 篇信息抽取论文，上一届是 80 篇。
- ICLR 2026 有多少篇信息抽取论文？
- ICLR 2026 有 63 篇信息抽取论文，上一届是 50 篇。
- ICML 2026 有多少篇信息抽取论文？
- ICML 2026 有 74 篇信息抽取论文，上一届是 46 篇。
- CVPR 2026 有多少篇信息抽取论文？
- CVPR 2026 有 33 篇信息抽取论文，上一届是 23 篇。
- 哪个会议的信息抽取论文最多？
- NeurIPS，2023–2026 年共 287 篇。