cs.CL（2025-06-04）

📊 共 39 篇论文 | 🔗 9 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (29 🔗6) 支柱二：RL算法与架构 (RL & Architecture) (6 🔗2) 支柱一：机器人控制 (Robot Control) (2 🔗1) 支柱八：物理动画 (Physics-based Animation) (1) 支柱六：视频提取与匹配 (Video Extraction) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (29 篇)

#题目一句话要点标签🔗⭐
1 HSSBench: Benchmarking Humanities and Social Sciences Ability for Multimodal Large Language Models 提出HSSBench以评估多模态大语言模型在社会科学与人文学科的能力 large language model multimodal
2 Seeing What Tastes Good: Revisiting Multimodal Distributional Semantics in the Billion Parameter Era 探讨多模态分布语义在亿参数时代的表现 foundation model multimodal
3 DRE: An Effective Dual-Refined Method for Integrating Small and Large Language Models in Open-Domain Dialogue Evaluation 提出DRE方法以提升小型与大型语言模型在对话评估中的整合效果 large language model
4 MELABenchv1: Benchmarking Large Language Models against Smaller Fine-Tuned Models for Low-Resource Maltese NLP 提出MELABenchv1以评估小型微调模型在低资源马耳他NLP中的表现 large language model
5 Enhancing Decision-Making of Large Language Models via Actor-Critic 提出LAC框架以解决大语言模型决策能力不足问题 large language model
6 Voice Activity Projection Model with Multimodal Encoders 提出多模态编码器的语音活动投影模型以改善人机交互 multimodal ✅
7 RadialRouter: Structured Representation for Efficient and Robust Large Language Models Routing 提出RadialRouter以解决大语言模型路由效率低下问题 large language model
8 Relationship Detection on Tabular Data Using Statistical Analysis and Large Language Models 提出一种混合方法以检测表格数据中的关系 large language model
9 A Novel Data Augmentation Approach for Automatic Speaking Assessment on Opinion Expressions 提出一种新颖的数据增强方法以解决自动口语评估中的数据稀缺问题 large language model multimodal
10 More or Less Wrong: A Benchmark for Directional Bias in LLM Comparative Reasoning 提出MathComp基准以解决LLM比较推理中的方向性偏差问题 large language model chain-of-thought
11 SQLens: An End-to-End Framework for Error Detection and Correction in Text-to-SQL 提出SQLens以解决文本到SQL转换中的语义错误检测与修正问题 large language model
12 Understanding and Meeting Practitioner Needs When Measuring Representational Harms Caused by LLM-Based Systems 提出针对LLM系统的代表性伤害测量工具的改进建议 large language model
13 Watermarking Degrades Alignment in Language Models: Analysis and Mitigation 提出对抗水印影响的对齐恢复方法以提升语言模型性能 large language model
14 Zero-Shot Open-Schema Entity Structure Discovery 提出零样本开放模式实体结构发现方法以解决现有提取不足问题 large language model
15 SmoothRot: Combining Channel-Wise Scaling and Rotation for Quantization-Friendly LLMs 提出SmoothRot以解决大语言模型量化中的激活异常问题 large language model ✅
16 GEM: Empowering LLM for both Embedding Generation and Language Understanding 提出GEM以解决LLM嵌入生成与语言理解的矛盾问题 large language model
17 Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models 提出SwitchCoT以解决长短CoT策略选择问题 chain-of-thought
18 SkipGPT: Dynamic Layer Pruning Reinvented with Token Awareness and Module Decoupling 提出SkipGPT以解决大语言模型的动态层修剪问题 large language model ✅
19 Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis 通过快捷神经元分析提出可信赖的LLM评估方法 large language model ✅
20 Homogeneous Keys, Heterogeneous Values: Exploiting Local KV Cache Asymmetry for Long-Context LLMs 提出AsymKV以解决长上下文LLM中的KV缓存不对称问题 large language model ✅
21 Rectified Sparse Attention 提出Rectified Sparse Attention以解决长序列生成效率问题 large language model
22 Controlling Difficulty of Generated Text for AI-Assisted Language Learning 提出可控文本生成方法以支持初学者语言学习 large language model
23 High Accuracy, Less Talk (HALT): Reliable LLMs through Capability-Aligned Finetuning 提出HALT方法以解决大语言模型的幻觉问题 large language model
24 Lacuna Inc. at SemEval-2025 Task 4: LoRA-Enhanced Influence-Based Unlearning for LLMs 提出LIBU算法以解决大语言模型的去学习问题 large language model
25 Unveiling and Eliminating the Shortcut Learning for Locate-Then-Edit Knowledge Editing via Both Subject and Relation Awareness 提出双阶段优化方法以解决知识编辑中的快捷学习问题 large language model
26 Around the World in 24 Hours: Probing LLM Knowledge of Time and Place 提出GeoTemp数据集以评估语言模型的时间与空间推理能力 chain-of-thought
27 From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding 提出基于属性引导的合成方法以生成多样化用户指令 large language model ✅
28 Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems 提出Magic Mushroom基准以解决RAG系统中的检索噪声问题 large language model
29 EuroGEST: Investigating gender stereotypes in multilingual language models 提出EuroGEST以评估多语言模型中的性别刻板印象 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (6 篇)

#题目一句话要点标签🔗⭐
30 Aligning Large Language Models with Implicit Preferences from User-Generated Content 提出PUGC框架以利用用户生成内容隐式偏好改善LLM对齐问题 preference learning DPO large language model
31 SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models 提出SuperWriter-Agent以解决长文本生成中的一致性和质量问题 DPO direct preference optimization large language model
32 Progressive Mastery: Customized Curriculum Learning with Guided Prompting for Mathematical Reasoning 提出定制化课程学习以解决大语言模型样本利用效率低的问题 reinforcement learning curriculum learning large language model
33 R-Search: Empowering LLM Reasoning with Search via Multi-Reward Reinforcement Learning 提出R-Search以解决LLM推理与搜索交互不足问题 reinforcement learning large language model ✅
34 TextAtari: 100K Frames Game Playing with Language Agents 提出TextAtari基准以评估语言代理在长时间决策任务中的表现 representation learning large language model chain-of-thought ✅
35 Hierarchical Text Classification Using Contrastive Learning Informed Path Guided Hierarchy 提出基于对比学习的路径引导层次文本分类方法以提升性能 contrastive learning

🔬 支柱一：机器人控制 (Robot Control) (2 篇)

#题目一句话要点标签🔗⭐
36 CLAIM: An Intent-Driven Multi-Agent Framework for Analyzing Manipulation in Courtroom Dialogues 提出CLAIM框架以解决法庭对话中的操控分析问题 manipulation ✅
37 Explainability-Based Token Replacement on LLM-Generated Text 基于可解释性的方法替换LLM生成文本中的关键标记 manipulation large language model

🔬 支柱八：物理动画 (Physics-based Animation) (1 篇)

#题目一句话要点标签🔗⭐
38 PulseReddit: A Novel Reddit Dataset for Benchmarking MAS in High-Frequency Cryptocurrency Trading 提出PulseReddit数据集以提升高频交易中的社交媒体影响分析 PULSE large language model

🔬 支柱六：视频提取与匹配 (Video Extraction) (1 篇)

#题目一句话要点标签🔗⭐
39 Automatically Detecting Amusing Games in Wordle 提出自动化预测Wordle游戏趣味性的模型 HuMoR

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