cs.CL（2026-10-27）

📊 共 20 篇论文 | 🔗 1 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (14 🔗1) 支柱二：RL算法与架构 (RL & Architecture) (5) 支柱七：动作重定向 (Motion Retargeting) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (14 篇)

#题目一句话要点标签🔗⭐
1 DocXEval: A Systematic Evaluation of Explainability in Multimodal Document Understanding 提出DocXEval以解决多模态文档理解中的可解释性问题 multimodal ✅
2 A Quantitative Approach to Asch Conformity in Frontier Large Language Models 提出量化方法研究大语言模型中的阿施从众现象 large language model
3 Weakness Localization Is Not Enough: State-Aware Recursive Knowledge Improvement for Large Language Models 提出递归知识改进方法以解决大语言模型知识状态不明确问题 large language model
4 CAMR: Compatibility-Aware Memory Replay for Continual Learning in Large Language Models 提出兼容性意识记忆重放以解决持续学习中的知识保留问题 large language model
5 Can LLMs Uncover Hidden Physical Laws through Free Exploration? 提出LongChang框架以探索隐藏物理法则 large language model
6 Self-Keyed In-Parameter Memorization for External Memory-Free Dialogue Recall in Frozen Language Models 提出自键入参数记忆以解决无外部记忆对话回忆问题 large language model
7 GEPA-Curator: Curated Learning for Self Improving Agents 提出GEPA-Curator以优化自我改进智能体的学习任务选择 large language model
8 Teach reality, not ethics: a drop-in continued-pretraining corpus installs coupled human-biosphere-AI welfare dispositions across model families 提出耦合福利预训练语料以提升模型生态推理能力 large language model
9 What Carries Forward? Pretraining Disclosure Across Language Model Releases 揭示语言模型预训练信息透明度的变化 foundation model
10 ETAMem: Decoupling and Aligning Heterogeneous Memory for Long-Term Conversational Agents 提出ETAMem以解决长时间对话中记忆混杂与组织不匹配问题 large language model
11 Decision Models as Judges for Hallucination Detection 提出决策模型作为低成本的幻觉检测判别者 large language model
12 The State and Fate of Multilingual, Contextual Evaluation in the NLP World 提出多语言评估基准审计以解决现有评估不足问题 large language model
13 TrawMem: Reframing Agent Memory as Task-Oriented Role-Adaptive Workspaces 提出TrawMem以解决记忆系统在任务适应性中的不足 large language model
14 Structured Maps for Landmark-Based Route Instructions with LLMs 提出结构化文本表示以优化基于地标的路线指引 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🔗⭐
15 Aligning Large Language Models for Safety in African Languages: A Case Study of Hausa 提出HausaSafeLM以解决低资源语言安全对齐问题 DPO direct preference optimization large language model
16 CONCUR: Concordant Auxiliary Rewards for Multi-Task, Multi-Reward Reinforcement Learning 提出CONCUR以解决多任务强化学习中的奖励冲突问题 reinforcement learning large language model instruction following
17 Multi-State Linear Attention with Generalized Second-Order Routing 提出MERLIN以提升长序列建模的效率与准确性 Mamba linear attention large language model
18 What Survives Distillation? A Mechanistic Interpretability Study of GPT-2 and DistilGPT-2 研究蒸馏对GPT-2及DistilGPT-2机制影响的分析 distillation large language model
19 Watermark Basins: Black-Box Detection of Distilled LLMs 提出水印盆以解决蒸馏模型检测问题 reinforcement learning distillation

🔬 支柱七：动作重定向 (Motion Retargeting) (1 篇)

#题目一句话要点标签🔗⭐
20 Personality Latents: Conditioning Frozen Language Models on Individuals from Their Own Writing 提出个性潜变量以解决语言模型个性控制问题 latent optimization

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