Tag: Classification

All the articles with the tag "Classification".

• Detecting and Mitigating Hateful Content in Multimodal Memes with Vision-Language Models

  Published: 8 May, 2025 |  at  12:17 AM

  

  96.36 🤔

  本文提出了一种基于视觉-语言模型的定义引导提示技术和UnHateMeme框架，用于检测和缓解多模态模因中的仇恨内容，通过零样本和少样本提示实现高效检测，并生成非仇恨替代内容以保持图像-文本一致性，在实验中展现出显著效果。

• Test-time Correlation Alignment

  Published: 8 May, 2025 |  at  12:21 AM

  

  93.31 🤔

  本文提出测试时相关性对齐（TCA）范式，通过构建伪源域相关性并应用线性变换对齐测试数据特征，显著提升测试时适应（TTA）性能，同时保持高效性和源域知识。

• Always Skip Attention

  Published: 8 May, 2025 |  at  11:06 AM

  

  89.20 🤔

  This paper theoretically demonstrates the ill-conditioning of Self-Attention Blocks in Vision Transformers without skip connections, highlights their role as regularizers, and proposes Token Graying (SVD and DCT) to improve input token conditioning, achieving modest performance gains in supervised and self-supervised tasks.

• When Reasoning Beats Scale: A 1.5B Reasoning Model Outranks 13B LLMs as Discriminator

  Published: 8 May, 2025 |  at  06:13 PM

  

  88.68 🤔

  This paper demonstrates that a 1.5B parameter reasoning model (Distill-R1) outperforms larger non-reasoning LLMs as a discriminator in a text-to-SQL planning framework by leveraging a novel soft score extraction method from chain-of-thought outputs, though it struggles significantly as a generator.

• MOOSComp: Improving Lightweight Long-Context Compressor via Mitigating Over-Smoothing and Incorporating Outlier Scores

  Published: 4 May, 2025 |  at  04:29 PM

  

  77.68 🤔

  本文提出MOOSComp方法，通过在训练中添加inter-class cosine similarity loss缓解over-smoothing问题，并在压缩中整合outlier分数保留关键token，显著提升了任务无关的长上下文压缩性能和泛化能力。