cs.CL（2026-06-29）

📊 共 26 篇论文 | 🔗 3 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (18 🔗3) 支柱二：RL算法与架构 (RL & Architecture) (7) 支柱五：交互与反应 (Interaction & Reaction) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (18 篇)

#题目一句话要点标签🔗⭐
1 Can MLLMs Critique Like Humans? Evaluating Open-Ended Aesthetic Reasoning in Multimodal Large Language Models 评估多模态大语言模型在开放式美学批评中的表现 large language model multimodal
2 DAIN: Dynamic Agent-Based Interaction Network for Efficient and Collaborative Multimodal Reasoning 提出DAIN以解决多模态推理中的协作效率问题 multimodal
3 SrDetection: A Self-Referential Framework for Data Leakage Detection in Code Large Language Models 提出SrDetection以解决代码大语言模型中的数据泄露检测问题 large language model ✅
4 DNA Language Models: An Assessment of Pre-Training for Fine-Tuning Tasks 评估DNA语言模型的预训练对微调任务的影响 large language model foundation model
5 Are Humans Evolved Instruction Followers? An Underlying Inductive Bias Enables Rapid Instructed Task Learning 提出人类进化的指令遵循偏差以解决快速任务学习问题 large language model instruction following
6 How LLMs See Creativity: Zero-Shot Scoring of Visual Creativity with Interpretable Reasoning 提出多模态大语言模型零-shot评估视觉创意的方法 large language model multimodal
7 Uncertainty-Aware Generation and Decision-Making Under Ambiguity 提出不确定性意识生成与决策方法以应对模糊性问题 large language model
8 REAR: Test-time Preference Realignment through Reward Decomposition 提出REAR框架以解决用户偏好对齐问题 large language model
9 Forewarned is Forearmed: When Non-Sequential Embedding Turns Into an Anomaly Detector 提出非顺序嵌入模型SONAR以检测解码异常 multimodal
10 MATCH: Modulating Attention via In-Context Retrieval for Long-Context Transformers 提出MATCH框架以解决长上下文Transformer的注意力计算瓶颈问题 large language model
11 Little Brains, Big Feats: Exploring Compact Language Models 探索紧凑型语言模型在检索增强生成系统中的应用 large language model ✅
12 Neural Procedural Memory: Empowering LLM Agents with Implicit Activation Steering 提出神经程序记忆以解决LLM代理的持续记忆问题 large language model
13 Poller: Are LLMs Suitable for Evaluating the Poetry Understanding Task? 提出Poller以解决现代汉诗自动评估问题 large language model
14 Multi-Agentic System Leveraging Open-Source LLMs to Mitigate Disinformation Threats 提出多智能体系统以应对虚假信息威胁 large language model
15 Grounding LLM Reasoning under Incomplete Graph Evidence 提出在不完整图证据下的LLM推理方法 large language model
16 CORTEX: High-Quality Cross-Domain Organization of Web-Scale Corpora through Ontological Corpus Graph 提出Cortex框架以解决高质量跨域语料库组织问题 large language model
17 IHDec: Divergence-Steered Contrastive Decoding for Securing Multi-Turn Instruction Hierarchies 提出IHDec以解决多轮指令层次结构冲突问题 large language model ✅
18 Managing Map Cardinality in Automatic Disease Classification Mapping: Balancing Precision, Recall and Coverage 提出基于大语言模型的疾病分类映射方法以解决映射精度与覆盖率问题 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🔗⭐
19 ARKD: Adaptive Reinforcement Learning-Guided Bidirectional KL Divergence Distillation for Text Generation 提出自适应强化学习指导的双向KL散度蒸馏以提升文本生成质量 reinforcement learning teacher-student distillation
20 MOPD: Multi-Teacher On-Policy Distillation for Capability Integration in LLM Post-Training 提出MOPD以解决LLM能力整合难题 reinforcement learning distillation large language model
21 KbSD: Knowledge Boundary aware Self-Distillation for Behavioral Calibration in Agentic Search 提出KbSD以解决知识边界校准中的稀疏奖励问题 reinforcement learning distillation large language model
22 Why Struggle with Continuous Latents? Interpretable Discrete Latent Reasoning via Rendered Compression 提出离散潜在推理方法以解决连续潜在推理的不稳定性问题 reinforcement learning large language model chain-of-thought
23 Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning 提出主动路由范式以提高多模态推理效率 DRL multimodal
24 Timesteps of Mamba Align with Human Reading Times 提出Mamba模型以预测人类阅读时间 Mamba
25 Morphing into Hybrid Attention Models 提出FlashMorph以优化Transformer到混合注意力模型的转换 linear attention distillation

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

#题目一句话要点标签🔗⭐
26 TRACE: Temporal Relationship-Aware Conversational Entrainment Detection in Dyadic Speech 提出TRACE框架以解决对话中情感共鸣检测问题 dyadic interaction

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