cs.CL（2025-05-31）

📊 共 30 篇论文 | 🔗 5 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (28 🔗5) 支柱六：视频提取与匹配 (Video Extraction) (1) 支柱二：RL算法与架构 (RL & Architecture) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (28 篇)

#题目一句话要点标签🔗⭐
1 Con Instruction: Universal Jailbreaking of Multimodal Large Language Models via Non-Textual Modalities 提出Con Instruction方法以实现多模态大语言模型的普遍越狱 large language model multimodal
2 Enhancing Multimodal Continual Instruction Tuning with BranchLoRA 提出BranchLoRA以解决多模态持续指令调优中的灾难性遗忘问题 large language model multimodal
3 Chain-of-Thought Training for Open E2E Spoken Dialogue Systems 提出链式思维训练以提升开放式端到端对话系统的语义一致性 multimodal chain-of-thought
4 Synergizing LLMs with Global Label Propagation for Multimodal Fake News Detection 提出GLPN-LLM以解决多模态假新闻检测问题 large language model multimodal
5 Enabling Chatbots with Eyes and Ears: An Immersive Multimodal Conversation System for Dynamic Interactions 提出多模态对话系统以解决动态交互中的局限性 multimodal
6 Translate With Care: Addressing Gender Bias, Neutrality, and Reasoning in Large Language Model Translations 提出Translate-with-Care数据集以解决机器翻译中的性别偏见问题 large language model
7 A Large Language Model Based Pipeline for Review of Systems Entity Recognition from Clinical Notes 提出基于大语言模型的管道以自动提取临床笔记中的系统回顾实体 large language model
8 Structured Gradient Guidance for Few-Shot Adaptation in Large Language Models 提出结构化梯度引导方法以解决少样本适应问题 large language model
9 Massively Multilingual Adaptation of Large Language Models Using Bilingual Translation Data 利用双语翻译数据实现大规模多语言模型的适应性提升 large language model
10 G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models 提出G2S框架以解决TKG预测中的知识干扰问题 large language model
11 Beyond Context to Cognitive Appraisal: Emotion Reasoning as a Theory of Mind Benchmark for Large Language Models 提出情感推理作为大语言模型的理论心智基准 large language model
12 Auto-Patching: Enhancing Multi-Hop Reasoning in Language Models 提出Auto-Patch以增强语言模型的多跳推理能力 large language model chain-of-thought
13 Measuring Faithfulness and Abstention: An Automated Pipeline for Evaluating LLM-Generated 3-ply Case-Based Legal Arguments 提出自动化评估管道以解决LLM生成法律论证的可靠性问题 large language model ✅
14 Accelerating Diffusion LLMs via Adaptive Parallel Decoding 提出自适应并行解码以加速扩散大语言模型生成速度 large language model
15 Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection 提出头部剪枝与客户端选择策略以加速联邦PEFT large language model
16 Decoupling Reasoning and Knowledge Injection for In-Context Knowledge Editing 提出DecKER以解决知识编辑中的推理与知识注入耦合问题 large language model ✅
17 CausalAbstain: Enhancing Multilingual LLMs with Causal Reasoning for Trustworthy Abstention 提出CausalAbstain以解决多语言LLM的知识差异问题 large language model ✅
18 Dual Debiasing for Noisy In-Context Learning for Text Generation 提出双重去偏差框架以解决噪声注释下的文本生成问题 large language model
19 How Significant Are the Real Performance Gains? An Unbiased Evaluation Framework for GraphRAG 提出无偏评估框架以解决GraphRAG性能评估偏差问题 large language model
20 Efficient Latent Semantic Clustering for Scaling Test-Time Computation of LLMs 提出潜在语义聚类方法以提升大语言模型测试时计算效率 large language model
21 DefenderBench: A Toolkit for Evaluating Language Agents in Cybersecurity Environments 提出DefenderBench工具包以评估网络安全环境中的语言代理 large language model ✅
22 GuideX: Guided Synthetic Data Generation for Zero-Shot Information Extraction 提出GUIDEX以解决零样本信息提取中的领域适应问题 large language model
23 Social Construction of Urban Space: Understanding Neighborhood Boundaries Using Rental Listings 通过租赁列表分析城市空间的社会构建与邻里边界 large language model
24 Smotrom tvoja pa ander drogoj verden! Resurrecting Dead Pidgin with Generative Models: Russenorsk Case Study 利用生成模型复兴死去的皮钦语：以Russenorsk为例 large language model
25 Evaluating the Evaluation of Diversity in Commonsense Generation 提出系统性元评估方法以优化常识生成模型的多样性评估 large language model
26 Goal-Aware Identification and Rectification of Misinformation in Multi-Agent Systems 提出ARGUS框架以解决多智能体系统中的虚假信息问题 large language model ✅
27 Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively 提出投机奖励模型以提升LLM决策能力 large language model
28 OWSM v4: Improving Open Whisper-Style Speech Models via Data Scaling and Cleaning 通过数据扩展与清洗提升OWSM v4语音模型性能 foundation model

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

#题目一句话要点标签🔗⭐
29 Sarc7: Evaluating Sarcasm Detection and Generation with Seven Types and Emotion-Informed Techniques 提出Sarc7基准以解决讽刺检测与生成的挑战 HuMoR large language model chain-of-thought

🔬 支柱二：RL算法与架构 (RL & Architecture) (1 篇)

#题目一句话要点标签🔗⭐
30 ARIA: Training Language Agents with Intention-Driven Reward Aggregation 提出ARIA以解决开放式语言行动环境中的奖励稀疏问题 reinforcement learning large language model

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