口语理解论文趋势 2023–2026

主要结论

• 口语理解论文从 2023 年的 40 篇增长到 2026 年的 61 篇，三年间扩大到约 1.5 倍。
• CVPR 是发口语理解论文最多的会议，2023–2026 年共 62 篇，占四个会议总量的 33%。
• 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 3 篇增至 2026 年的 14 篇。
• 在「语音与音频」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的音频生成是 4.3 倍，口语理解是 1.5 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 2026Denoise First, Orthogonalize Later: Understanding Momentum in Muon via Spectral Filtering
• ICML 2026A Single Layer to Explain Them All: Understanding Massive Values in Large Language Models
• ICLR 2026Neuron-Level Analysis of Cultural Understanding in Large Language Models
• CVPR 2026Consistent Instance Field for Dynamic Scene Understanding
• NeurIPS 2025The Graphon Limit Hypothesis: Understanding Neural Network Pruning via Infinite Width Analysis
• ICML 2025On Understanding Attention-Based In-Context Learning for Categorical Data
• ICLR 2025Toward Understanding In-context vs. In-weight Learning
• CVPR 2025HUSH: Holistic Panoramic 3D Scene Understanding using Spherical Harmonics
• NeurIPS 2024SD-Eval: A Benchmark Dataset for Spoken Dialogue Understanding Beyond Words
• ICML 2024Understanding Server-Assisted Federated Learning in the Presence of Incomplete Client Participation
• ICLR 2024Understanding Addition in Transformers
• CVPR 2024SurroundSDF: Implicit 3D Scene Understanding Based on Signed Distance Field
• NeurIPS 2023ATMAN: Understanding Transformer Predictions Through Memory Efficient Attention Manipulation
• ICML 2023How Do Transformers Learn Topic Structure: Towards a Mechanistic Understanding
• ICLR 2023Towards Understanding Why Mask Reconstruction Pretraining Helps in Downstream Tasks
• CVPR 2023AssemblyHands: Towards Egocentric Activity Understanding via 3D Hand Pose Estimation
• NeurIPS 2026EmbodiedObject: All-in-One Object Understanding with SLAT
• ICML 2026Understanding the Parameter Space Geometry of Transformers Encoding Boolean Functions
• ICLR 2026Towards Understanding the Shape of Representations in Protein Language Models
• CVPR 2026Lifting Unlabeled Internet-level Data for 3D Scene Understanding

全部口语理解论文

共 55 篇，第 1 / 2 页

1. NeurIPS 2026Beyond Oversquashing: Understanding Signal Propagation in GNNs Via Observables
2. NeurIPS 2026Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding
3. NeurIPS 2026Denoise First, Orthogonalize Later: Understanding Momentum in Muon via Spectral Filtering
4. NeurIPS 2026EmbodiedObject: All-in-One Object Understanding with SLAT
5. NeurIPS 2026Emergent Semantic Role Understanding in Language Models
6. NeurIPS 2026Evaluating Multimodal Narrative Understanding of Popular Hollywood Films
7. NeurIPS 2026Incorporating Hierarchical Semantics in Sparse Autoencoder Architectures
8. NeurIPS 2026Overcoming State Inertia in Full-Duplex Spoken Language Models via Activation Steering
9. NeurIPS 2026RAVEN-Bench: A Paired EO-IR Video QA Benchmark for Aerial Multimodal Understanding
10. NeurIPS 2026SceneScaffold: Active Scene-State Construction for Unified 3D Scene Understanding
11. NeurIPS 2026Shifting the Gradient: Understanding How Defensive Training Methods Protect Language Model Integrity
12. NeurIPS 2026StakeBench: Evaluating Language Understanding Grounded in Market Commitment
13. NeurIPS 2026TELEVAL: A Benchmark Designed for Spoken Language Models in Chinese Interactive Scenarios
14. NeurIPS 2026U-Bench: A Comprehensive Understanding of U-Net through 100-Variant Benchmarking
15. NeurIPS 2026Understanding axial attention in TSFMs through single location regression
16. NeurIPS 2026Understanding Circulant Permutation to Extend the CMinHash Estimator
17. NeurIPS 2026Understanding Double Descent through Universal Compression
18. NeurIPS 2026Understanding Layer Patching in Model Size Interpolation
19. NeurIPS 2026Understanding Sample Efficiency in Predictive Coding
20. NeurIPS 2026Understanding the Co-evolutionary Solution Exchange of the MOEA/D: Minimal Communication Gives Maximal Speed-Ups
21. NeurIPS 2026Understanding the Convergence of Direct Training of SNNs with Surrogate Gradients
22. NeurIPS 2026Understanding the Curse of Unrolling
23. NeurIPS 2026Understanding the Effects of Hyper-Connections on Self-Attention Dynamics: A Bifurcation Analysis
24. NeurIPS 2026ViMU: Benchmarking Video Metaphorical Understanding
25. NeurIPS 2026When Safety Becomes An Outlier: Understanding the Retention of LLM Safety Behaviors
26. NeurIPS 2025FastLongSpeech: Enhancing Large Speech-Language Models for Efficient Long-Speech Processing
27. NeurIPS 2025Positional Fragility in LLMs: How Offset Effects Reshape Our Understanding of Memorization Risks
28. NeurIPS 2025The Graphon Limit Hypothesis: Understanding Neural Network Pruning via Infinite Width Analysis
29. NeurIPS 2025Through the River: Understanding the Benefit of Schedule-Free Methods for Language Model Training
30. NeurIPS 2025To Distill or Decide? Understanding the Algorithmic Trade-off in Partially Observable RL
31. NeurIPS 2025Towards a Geometric Understanding of Tensor Learning via the t-Product
32. NeurIPS 2025Towards Understanding Transformers in Learning Random Walks
33. NeurIPS 2025Understanding Adam Requires Better Rotation Dependent Assumptions
34. NeurIPS 2025Understanding Bias Terms in Neural Representations
35. NeurIPS 2025Understanding Differential Transformer Unchains Pretrained Self-Attentions
36. NeurIPS 2025Understanding the Evolution of the Neural Tangent Kernel at the Edge of Stability
37. NeurIPS 2025Understanding the Gain from Data Filtering in Multimodal Contrastive Learning
38. NeurIPS 2025Understanding the Generalization of Stochastic Gradient Adam in Learning Neural Networks
39. NeurIPS 2025Understanding while Exploring: Semantics-driven Active Mapping
40. NeurIPS 2024E.T. Bench: Towards Open-Ended Event-Level Video-Language Understanding
41. NeurIPS 2024FineCLIP: Self-distilled Region-based CLIP for Better Fine-grained Understanding
42. NeurIPS 2024SD-Eval: A Benchmark Dataset for Spoken Dialogue Understanding Beyond Words
43. NeurIPS 2024SILENCE: Protecting privacy in offloaded speech understanding on resource-constrained devices
44. NeurIPS 2024Understanding Emergent Abilities of Language Models from the Loss Perspective
45. NeurIPS 2024When LLMs Meet Cunning Texts: A Fallacy Understanding Benchmark for Large Language Models
46. NeurIPS 2023ATMAN: Understanding Transformer Predictions Through Memory Efficient Attention Manipulation
47. NeurIPS 2023Ego4D Goal-Step: Toward Hierarchical Understanding of Procedural Activities
48. NeurIPS 2023From Cloze to Comprehension: Retrofitting Pre-trained Masked Language Models to Pre-trained Machine Reader
49. NeurIPS 2023InfoPrompt: Information-Theoretic Soft Prompt Tuning for Natural Language Understanding
50. NeurIPS 2023NurViD: A Large Expert-Level Video Database for Nursing Procedure Activity Understanding

常见问题

2023–2026 年四大会议一共有多少篇口语理解论文？

共 189 篇，按年份分别是 2023 年 40 篇、2024 年 38 篇、2025 年 50 篇、2026 年 61 篇。

NeurIPS 2026 有多少篇口语理解论文？

NeurIPS 2026 有 25 篇口语理解论文，上一届是 14 篇。

ICLR 2026 有多少篇口语理解论文？

ICLR 2026 有 6 篇口语理解论文，上一届是 7 篇。

ICML 2026 有多少篇口语理解论文？

ICML 2026 有 12 篇口语理解论文，上一届是 10 篇。

CVPR 2026 有多少篇口语理解论文？

CVPR 2026 有 18 篇口语理解论文，上一届是 19 篇。

哪个会议的口语理解论文最多？

CVPR，2023–2026 年共 62 篇。