cs.CL（2025-08-10）

📊 共 17 篇论文 | 🔗 4 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (15 🔗4) 支柱二：RL算法与架构 (RL & Architecture) (2)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (15 篇)

#题目一句话要点标签🔗⭐
1 Grounding Multilingual Multimodal LLMs With Cultural Knowledge 提出文化知识驱动的多语言多模态LLM以解决文化差距问题 large language model multimodal
2 ALOPE: Adaptive Layer Optimization for Translation Quality Estimation using Large Language Models 提出ALOPE框架以提升机器翻译质量估计 large language model
3 "Pull or Not to Pull?'': Investigating Moral Biases in Leading Large Language Models Across Ethical Dilemmas 评估大型语言模型在伦理困境中的道德偏见 large language model
4 Assessing and Mitigating Data Memorization Risks in Fine-Tuned Large Language Models 提出多层隐私保护框架以解决大语言模型数据记忆风险 large language model
5 DySK-Attn: A Framework for Efficient, Real-Time Knowledge Updating in Large Language Models via Dynamic Sparse Knowledge Attention 提出DySK-Attn以解决大语言模型知识更新问题 large language model
6 Omni-SafetyBench: A Benchmark for Safety Evaluation of Audio-Visual Large Language Models 提出Omni-SafetyBench以解决音视频大语言模型安全评估问题 large language model
7 CCFQA: A Benchmark for Cross-Lingual and Cross-Modal Speech and Text Factuality Evaluation 提出CCFQA基准以解决多语言多模态事实性评估问题 large language model multimodal ✅
8 Gradient Surgery for Safe LLM Fine-Tuning 提出SafeGrad以解决LLM微调中的安全性问题 large language model foundation model
9 Positional Biases Shift as Inputs Approach Context Window Limits 提出相对输入长度分析以解决长输入中的位置信息偏差问题 large language model
10 Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs 提出ReLoc框架以解决代码生成中的效率与可扩展性问题 large language model
11 Think Before You Talk: Enhancing Meaningful Dialogue Generation in Full-Duplex Speech Language Models with Planning-Inspired Text Guidance 提出TurnGuide以解决全双工语音模型对话生成中的时序问题 foundation model ✅
12 Arce: Augmented Roberta with Contextualized Elucidations for Ner in Automated Rule Checking 提出ARCE以解决AEC领域命名实体识别问题 large language model ✅
13 Adapting LLMs to Time Series Forecasting via Temporal Heterogeneity Modeling and Semantic Alignment 提出TALON框架以解决时间序列预测中的异质性问题 large language model ✅
14 Schema Lineage Extraction at Scale: Multilingual Pipelines, Composite Evaluation, and Language-Model Benchmarks 提出自动化提取多语言企业数据管道的模式血统框架 large language model
15 Reflect then Learn: Active Prompting for Information Extraction Guided by Introspective Confusion 提出主动提示框架以解决信息提取中的混淆问题 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (2 篇)

#题目一句话要点标签🔗⭐
16 PrLM: Learning Explicit Reasoning for Personalized RAG via Contrastive Reward Optimization 提出PrLM框架以解决个性化RAG中的推理问题 reinforcement learning large language model
17 Towards Real-World Rumor Detection: Anomaly Detection Framework with Graph Supervised Contrastive Learning 提出异常检测框架以解决社交媒体谣言检测不平衡问题 contrastive learning

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