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 10 / 16 页
- NeurIPS 2025Sparse Optimistic Information Directed Sampling
- NeurIPS 2025Spiking Neural Networks Need High-Frequency Information
- NeurIPS 2025State Space Prompting via Gathering and Spreading Spatio-Temporal Information for Video Understanding
- NeurIPS 2025Steering Information Utility in Key-Value Memory for Language Model Post-Training
- NeurIPS 2025Structural Information-based Hierarchical Diffusion for Offline Reinforcement Learning
- NeurIPS 2025Target Speaker Extraction through Comparing Noisy Positive and Negative Audio Enrollments
- NeurIPS 2025The Adaptive Complexity of Minimizing Relative Fisher Information
- NeurIPS 2025The Price of Sparsity: Sufficient Conditions for Sparse Recovery using Sparse and Sparsified Measurements
- NeurIPS 2025The Quotient Bayesian Learning Rule
- NeurIPS 2025The Structure of Relation Decoding Linear Operators in Large Language Models
- NeurIPS 2025Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens
- NeurIPS 2025Tighter CMI-Based Generalization Bounds via Stochastic Projection and Quantization
- NeurIPS 2025Towards Multi-Table Learning: A Novel Paradigm for Complementarity Quantification and Integration
- NeurIPS 2025Unlearned but Not Forgotten: Data Extraction after Exact Unlearning in LLM
- NeurIPS 2025WebDancer: Towards Autonomous Information Seeking Agency
- CVPR 2024A Stealthy Wrongdoer: Feature-Oriented Reconstruction Attack against Split Learning
- CVPR 2024Communication-Efficient Collaborative Perception via Information Filling with Codebook
- CVPR 2024Depth Information Assisted Collaborative Mutual Promotion Network for Single Image Dehazing
- CVPR 2024Differentiable Information Bottleneck for Deterministic Multi-view Clustering
- CVPR 2024Dynamic Support Information Mining for Category-Agnostic Pose Estimation
- CVPR 2024Enhancing 3D Object Detection with 2D Detection-Guided Query Anchors
- CVPR 2024Enhancing Multimodal Cooperation via Sample-level Modality Valuation
- CVPR 2024Entangled View-Epipolar Information Aggregation for Generalizable Neural Radiance Fields
- CVPR 2024HiLo: Detailed and Robust 3D Clothed Human Reconstruction with High-and Low-Frequency Information of Parametric Models
- CVPR 2024Improving Depth Completion via Depth Feature Upsampling
- CVPR 2024LoS: Local Structure-Guided Stereo Matching
- CVPR 2024LTM: Lightweight Textured Mesh Extraction and Refinement of Large Unbounded Scenes for Efficient Storage and Real-time Rendering
- CVPR 2024OmniParser: A Unified Framework for Text Spotting Key Information Extraction and Table Recognition
- CVPR 2024PlatoNeRF: 3D Reconstruction in Plato's Cave via Single-View Two-Bounce Lidar
- CVPR 2024PolarMatte: Fully Computational Ground-Truth-Quality Alpha Matte Extraction for Images and Video using Polarized Screen Matting
- CVPR 2024Realigning Confidence with Temporal Saliency Information for Point-Level Weakly-Supervised Temporal Action Localization
- CVPR 2024Revisiting Spatial-Frequency Information Integration from a Hierarchical Perspective for Panchromatic and Multi-Spectral Image Fusion
- CVPR 2024Seeing the World through Your Eyes
- CVPR 2024Selective-Stereo: Adaptive Frequency Information Selection for Stereo Matching
- CVPR 2024Time-Efficient Light-Field Acquisition Using Coded Aperture and Events
- CVPR 2024UltrAvatar: A Realistic Animatable 3D Avatar Diffusion Model with Authenticity Guided Textures
- CVPR 2024Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration
- ICLR 2024A Mutual Information Perspective on Federated Contrastive Learning
- ICLR 2024Augmenting Transformers with Recursively Composed Multi-grained Representations
- ICLR 2024Bayes Conditional Distribution Estimation for Knowledge Distillation Based on Conditional Mutual Information
- ICLR 2024Bootstrapping Variational Information Pursuit with Large Language and Vision Models for Interpretable Image Classification
- ICLR 2024Can Sensitive Information Be Deleted From LLMs? Objectives for Defending Against Extraction Attacks
- ICLR 2024Cauchy-Schwarz Divergence Information Bottleneck for Regression
- ICLR 2024CLIP-MUSED: CLIP-Guided Multi-Subject Visual Neural Information Semantic Decoding
- ICLR 2024Conditional Information Bottleneck Approach for Time Series Imputation
- ICLR 2024Demystifying Local & Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition
- ICLR 2024Dynamic Discounted Counterfactual Regret Minimization
- ICLR 2024Dynamic Neural Response Tuning
- ICLR 2024Enhancing Neural Subset Selection: Integrating Background Information into Set Representations
- ICLR 2024Entropy Coding of Unordered Data Structures
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。