cs.CL（2026-10-30）

📊 共 12 篇论文 | 🔗 3 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (7 🔗2) 支柱二：RL算法与架构 (RL & Architecture) (4) 支柱五：交互与反应 (Interaction & Reaction) (1 🔗1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (7 篇)

#题目一句话要点标签🔗⭐
1 Enhancing Knowledge Entity Relation Extraction in Abstracts and Full-text Content of Academic Articles Using Large Language Models 利用大语言模型提升学术文章知识实体关系提取能力 large language model
2 S2TDR: Structured Multimodal Reconstruction for Sticker-Aware Dialogue Understanding 提出S2TDR框架以解决社交对话中的贴纸理解问题 multimodal
3 Aligning MLLMs with the Latent Structure of Human Cognition via Behavior-Derived Semantic Dimensions 提出一种新框架以对齐多模态大语言模型与人类认知结构 large language model multimodal ✅
4 When Steering Shifts Discourse: Identifying and Intervening on Discourse-Level Changes due to Activation Steering in LLMs 提出激活引导干预方法以解决LLM话语变化问题 large language model
5 How Much Can Tool Calls Reveal About You? Privacy Leakage from Tool-Call Traces 提出PrivacyTrace以解决工具调用痕迹带来的隐私泄露问题 large language model ✅
6 Precision--Recall Trade-off on the Inference Level for LLMs in Grammatical Error Correction 提出重复惩罚参数以控制LLMs在语法错误纠正中的精确率-召回率平衡 large language model
7 Comparative Evaluation of LLM-Based Review Paradigms for Academic Paper Quality Assessment 评估LLM在学术论文质量评估中的应用与效果 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (4 篇)

#题目一句话要点标签🔗⭐
8 Stepwise-Querying: Distilling Reasoning without Access to Teacher Chain-of-Thought 提出Stepwise Querying以解决推理蒸馏中的信息缺失问题 distillation large language model chain-of-thought
9 Subquadratic Attention with a Hierarchical Tree-Structured Indexer 提出Zyphra层次注意力以解决长上下文处理瓶颈 linear attention distillation large language model
10 DecisionRank: On-Policy Distillation for Decision-Model Rerankers 提出DecisionRank以解决决策模型知识迁移问题 distillation
11 KEEPER: Learning Control-Sufficient Textual Memory for Long-Horizon LLM Agents 提出KEEPER以解决长时间跨度LLM代理的记忆可靠性问题 reinforcement learning offline reinforcement learning

🔬 支柱五：交互与反应 (Interaction & Reaction) (1 篇)

#题目一句话要点标签🔗⭐
12 DAPS: Dependency-Aware Premise Selection for LLM Theorem Proving 提出DAPS以解决LLM定理证明中的前提选择问题 IMoS ✅

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