cs.CL（2025-05-08）

📊 共 24 篇论文 | 🔗 5 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (19 🔗5) 支柱二：RL算法与架构 (RL & Architecture) (5)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (19 篇)

#题目一句话要点标签🔗⭐
1 Do MLLMs Capture How Interfaces Guide User Behavior? A Benchmark for Multimodal UI/UX Design Understanding 提出WiserUI-Bench以解决多模态UI/UX设计理解不足的问题 large language model multimodal
2 Chain-of-Thought Tokens are Computer Program Variables 提出将链式思维令牌视为计算机程序变量以解决复杂推理问题 large language model chain-of-thought ✅
3 Toward Reasonable Parrots: Why Large Language Models Should Argue with Us by Design 提出合理的对话技术以增强论证能力 large language model
4 A Benchmark Dataset and a Framework for Urdu Multimodal Named Entity Recognition 提出U-MNER框架以解决乌尔都语多模态命名实体识别问题 multimodal
5 Unveiling Language-Specific Features in Large Language Models via Sparse Autoencoders 提出稀疏自编码器以揭示大语言模型中的语言特征 large language model ✅
6 Performance Evaluation of Large Language Models in Bangla Consumer Health Query Summarization 评估大型语言模型在孟加拉消费者健康查询摘要中的表现 large language model
7 Scalable Multi-Stage Influence Function for Large Language Models via Eigenvalue-Corrected Kronecker-Factored Parameterization 提出多阶段影响函数以解决大语言模型可扩展性问题 large language model ✅
8 Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging 通过模型合并实现视觉与推理能力的融合 large language model multimodal
9 Crosslingual Reasoning through Test-Time Scaling 通过测试时扩展实现跨语言推理能力提升 large language model chain-of-thought
10 KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text Classification 提出KG-HTC以解决零样本层次文本分类问题 large language model ✅
11 ComPO: Preference Alignment via Comparison Oracles 提出ComPO方法以解决大语言模型偏好对齐问题 large language model
12 UKElectionNarratives: A Dataset of Misleading Narratives Surrounding Recent UK General Elections 构建UKElectionNarratives数据集以识别英国选举中的误导性叙事 large language model
13 clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations 提出clem todd框架以系统性评估任务导向对话系统 large language model
14 Ultra-FineWeb: Efficient Data Filtering and Verification for High-Quality LLM Training Data 提出Ultra-FineWeb以解决高质量LLM训练数据过滤与验证问题 large language model
15 Frame In, Frame Out: Do LLMs Generate More Biased News Headlines than Humans? 探讨大型语言模型生成新闻标题的偏见问题 large language model
16 RICo: Refined In-Context Contribution for Automatic Instruction-Tuning Data Selection 提出RICo以解决自动指令调优数据选择问题 large language model
17 Product of Experts with LLMs: Boosting Performance on ARC Is a Matter of Perspective 提出基于专家模型的LLM方法以提升ARC-AGI表现 large language model
18 Reliably Bounding False Positives: A Zero-Shot Machine-Generated Text Detection Framework via Multiscaled Conformal Prediction 提出多尺度符合预测框架以降低机器生成文本的假阳性率 large language model
19 Rethinking Invariance in In-context Learning 提出Invariant ICL以解决上下文学习中的不变性问题 large language model ✅

🔬 支柱二：RL算法与架构 (RL & Architecture) (5 篇)

#题目一句话要点标签🔗⭐
20 Enhanced Urdu Intent Detection with Large Language Models and Prototype-Informed Predictive Pipelines 提出基于大语言模型的原型信息预测管道以提升乌尔都语意图检测 representation learning contrastive learning large language model
21 Latent Preference Coding: Aligning Large Language Models via Discrete Latent Codes 提出潜在偏好编码框架以解决大语言模型对齐问题 DPO large language model
22 Scalable LLM Math Reasoning Acceleration with Low-rank Distillation 提出Caprese以解决大语言模型数学推理效率问题 distillation large language model
23 Scaling Laws for Speculative Decoding 提出规范解码技术以提升大语言模型推理效率 RLHF large language model chain-of-thought
24 Reasoning Models Don't Always Say What They Think 评估推理模型的链式思维忠实性以提升AI安全性 reinforcement learning chain-of-thought

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