cs.CL(2026-09-09)

📊 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) (15 🔗1) 支柱二:RL算法与架构 (RL & Architecture) (4) 支柱三:空间感知与语义 (Perception & Semantics) (1)

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

#题目一句话要点标签🔗
1 Can Foundation Models Moderate Online Content? Evaluating Instruction- vs. Example-Driven Policy Operationalization 比较指令驱动与示例驱动的内容审核政策实施方法 foundation model
2 Do speech foundation models really learn words? 提出通过残差化方法提升语音模型对单词的表示能力 foundation model
3 $Φ$-Bench: Can Large Language Models Engineer the Infrastructure That Powers Them? 提出$Φ$-Bench以评估大语言模型在基础设施工程中的能力 large language model
4 YallaMorph: A Benchmark for Evaluating Arabic Morphological Generation in Large Language Models 提出YallaMorph基准以评估阿拉伯语形态生成问题 large language model
5 ProbPlug: A Plugin Uncertainty Network for Reliable Confidence in LLM Binary Classification 提出ProbPlug以解决LLM分类中的置信度估计问题 large language model multimodal
6 $S^3$-Bench: Evaluating Speech Interaction Models as Scientific Voice Assistants 提出S^3-Bench以评估科学领域语音助手的交互能力 large language model multimodal
7 SEA-SpeechBench: A Large-Scale Multitask Benchmark for Speech Understanding Across Southeast Asia 提出SEA-SpeechBench以解决东南亚语言语音理解评估不足问题 large language model multimodal
8 Active Adaptation, Not Static Defense: Temporal Dynamics of Preventative Steering in Adversarial Fine-Tuning 提出渐进强度调度以解决静态防御的不足 large language model
9 DiSCo: A Distribution-First Steering and Cultural Prior Evaluation Framework for Measuring Cultural Preference Bias in LLMs 提出DiSCo框架以评估大型语言模型的文化偏好偏差 large language model
10 Building Multilingual Bridges: Data Mixing as the Pillar of Generalization for In-Language Reasoning 提出数据混合方法以解决多语言推理问题 instruction following
11 Retrofitting Code Using LLMs to Support Exceptional Behavior 提出EXCODER以自动生成异常处理代码 large language model
12 If It's Not Buggy, Don't Fix It: On the Dynamics of Iterative Bug-fixing with LLMs 揭示LLM在迭代修复中的伪修复现象及其动态特征 large language model
13 Deep and shallow biases in language models 提出偏见深度评分以区分语言模型中的深浅偏见 large language model
14 Who Are They to Each Other? Multi-Agent Reasoning for Speaker Relationship Inference 提出无训练多智能体推理框架以解决说话者关系推断问题 multimodal
15 Reproducing Omitted Temporal Expressions in Japanese News for Retrieval-Augmented Applications 提出jaROTE以解决日本新闻中省略时间表达的问题 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🔗
16 On-Policy Distillation for Vision-Language Model Adaptation, an Effective Paradigm on Low-Quality Multimodal Data 提出OnPoKD框架以解决低质量多模态数据下的视觉语言模型适应问题 distillation multimodal
17 SocialRL: Refining LLMs' Social Intelligence through Multi-turn Reinforcement Learning and Reward Design 提出SocialRL以解决多轮对话中的社交智能问题 reinforcement learning PPO reward design
18 Data-Centric Post-Training for Financial Reasoning: Mining, Distillation, and Verifiable Learning 提出数据中心后训练方法以提升金融推理能力 reinforcement learning distillation
19 VLX-VR: An Agentic-Aware Video Reasoning Model 提出VLX-VR以解决视频理解中的证据获取问题 reinforcement learning multimodal

🔬 支柱三:空间感知与语义 (Perception & Semantics) (1 篇)

#题目一句话要点标签🔗
20 The Semantic Bottleneck: Leveraging Semantic Representations for Non-Invasive Speech Decoding 提出Brain2Semantics2Text以解决非侵入性语音解码问题 semantic mapping semantic map

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