cs.CL（2025-05-19）

📊 共 38 篇论文 | 🔗 7 篇有代码

🎯 兴趣领域导航

支柱九：具身大模型 (Embodied Foundation Models) (31 🔗5) 支柱二：RL算法与架构 (RL & Architecture) (7 🔗2)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (31 篇)

#题目一句话要点标签🔗⭐
1 RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning 提出RBF++以量化和优化链式思维推理的边界问题 large language model multimodal chain-of-thought ✅
2 KIT's Offline Speech Translation and Instruction Following Submission for IWSLT 2025 提出基于大语言模型的离线语音翻译与指令跟随方法 large language model instruction following
3 FlightGPT: Towards Generalizable and Interpretable UAV Vision-and-Language Navigation with Vision-Language Models 提出FlightGPT以解决无人机视觉语言导航中的多模态融合与可解释性问题 VLN multimodal chain-of-thought
4 Are Large Language Models Good at Detecting Propaganda? 评估大型语言模型在宣传检测中的有效性 large language model
5 Krikri: Advancing Open Large Language Models for Greek 提出Llama-Krikri-8B以提升希腊语大语言模型性能 large language model
6 Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making 提出模拟代理框架以解决复杂决策问题 large language model
7 From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery 提出三层次分类法以提升大语言模型在科学发现中的自主性 large language model ✅
8 SeedBench: A Multi-task Benchmark for Evaluating Large Language Models in Seed Science 提出SeedBench以解决种子科学领域的评估问题 large language model
9 ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models 提出ToolSpectrum以解决工具选择个性化问题 large language model ✅
10 Role-Playing Evaluation for Large Language Models 提出角色扮演评估基准以解决大语言模型评估难题 large language model ✅
11 The Effect of Language Diversity When Fine-Tuning Large Language Models for Translation 研究语言多样性对大语言模型翻译微调的影响 large language model
12 Suicide Risk Assessment Using Multimodal Speech Features: A Study on the SW1 Challenge Dataset 提出多模态语音特征评估青少年自杀风险的方法 multimodal
13 An Empirical Study of Many-to-Many Summarization with Large Language Models 提出多对多摘要生成方法以提升多语言处理能力 large language model
14 I'll believe it when I see it: Images increase misinformation sharing in Vision-Language Models 提出视觉内容影响VLM信息分享倾向的研究 large language model multimodal ✅
15 SAKURA: On the Multi-hop Reasoning of Large Audio-Language Models Based on Speech and Audio Information 提出SAKURA基准以评估大音频语言模型的多跳推理能力 large language model multimodal
16 Benchmarking and Confidence Evaluation of LALMs For Temporal Reasoning 提出TREA数据集以评估音频语言模型的时间推理能力 large language model multimodal
17 MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix 提出MMAR基准以评估音频语言模型的深度推理能力 large language model chain-of-thought
18 SQLForge: Synthesizing Reliable and Diverse Data to Enhance Text-to-SQL Reasoning in LLMs 提出SQLForge以增强LLM的文本到SQL推理能力 large language model
19 Assessing GPT Performance in a Proof-Based University-Level Course Under Blind Grading 评估GPT在盲评大学算法课程中的表现 large language model
20 Guided Search Strategies in Non-Serializable Environments with Applications to Software Engineering Agents 提出引导搜索策略以解决非可序列化环境中的软件工程问题 large language model
21 What Prompts Don't Say: Understanding and Managing Underspecification in LLM Prompts 提出需求感知的提示优化机制以解决LLM提示不足问题 instruction following
22 Sense and Sensitivity: Examining the Influence of Semantic Recall on Long Context Code Reasoning 提出SemTrace以解决长上下文代码推理中的语义回忆问题 large language model
23 GUARD: Generation-time LLM Unlearning via Adaptive Restriction and Detection 提出GUARD框架以解决大语言模型的选择性遗忘问题 large language model
24 Rank, Chunk and Expand: Lineage-Oriented Reasoning for Taxonomy Expansion 提出LORex框架以解决税onomies扩展中的噪声与上下文限制问题 PaLM-E
25 What's in a prompt? Language models encode literary style in prompt embeddings 提出通过提示嵌入分析文学风格的语言模型方法 large language model
26 RAR: Setting Knowledge Tripwires for Retrieval Augmented Rejection 提出RAR方法以解决大语言模型内容审核问题 large language model
27 HeteroSpec: Leveraging Contextual Heterogeneity for Efficient Speculative Decoding 提出HeteroSpec以解决自回归解码效率低下问题 large language model
28 Are LLMs Better Formalizers than Solvers on Complex Problems? 评估LLM在复杂问题中的形式化能力与求解能力 large language model
29 Positional Fragility in LLMs: How Offset Effects Reshape Our Understanding of Memorization Risks 提出位置脆弱性理论以评估大语言模型的记忆风险 large language model
30 What if Deception Cannot be Detected? A Cross-Linguistic Study on the Limits of Deception Detection from Text 提出基于信念的欺骗框架以重新审视文本欺骗检测 large language model
31 Language-Specific Latent Process Hinders Cross-Lingual Performance 提出语言特定潜在过程以解决跨语言性能问题 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (7 篇)

#题目一句话要点标签🔗⭐
32 MR. Judge: Multimodal Reasoner as a Judge 提出MR. Judge以提升多模态语言模型的评判能力 RLHF large language model multimodal
33 SMOTExT: SMOTE meets Large Language Models 提出SMOTExT以解决文本数据稀缺与类别不平衡问题 distillation large language model
34 Picturized and Recited with Dialects: A Multimodal Chinese Representation Framework for Sentiment Analysis of Classical Chinese Poetry 提出多模态框架以提升古典诗词情感分析效果 representation learning multimodal
35 CSC-SQL: Corrective Self-Consistency in Text-to-SQL via Reinforcement Learning 提出CSC-SQL以解决文本到SQL转换中的一致性问题 reinforcement learning large language model ✅
36 Thinkless: LLM Learns When to Think 提出Thinkless框架以提高推理语言模型的计算效率 reinforcement learning chain-of-thought ✅
37 J4R: Learning to Judge with Equivalent Initial State Group Relative Policy Optimization 提出EIS-GRPO算法以提升模型输出评估的准确性 reinforcement learning large language model
38 Transparent and Robust RAG: Adaptive-Reward Reinforcement Learning for Decision Traceability 提出ARENA以解决RAG生成中的透明性与稳定性问题 reinforcement learning

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