cs.CL(2026-07-13)

📊 共 24 篇论文 | 🔗 1 篇有代码

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支柱九:具身大模型 (Embodied Foundation Models) (19) 支柱二:RL算法与架构 (RL & Architecture) (4) 支柱六:视频提取与匹配 (Video Extraction) (1 🔗1)

🔬 支柱九:具身大模型 (Embodied Foundation Models) (19 篇)

#题目一句话要点标签🔗
1 The In-Car Sign Language Corpus (ICSL): A Multi-Modal Resource for Constrained-Space Sign Language Recognition 提出车载手语语料库以解决共享出行中的手语识别问题 multimodal
2 A Durability and Cross-Language Transfer Benchmark for a Validated Teaching-Feedback Classification Protocol 提出耐用性与跨语言迁移基准以优化教学反馈分类 large language model
3 Agentic Routing: The Harness-Native Data Flywheel 提出Harness-Native代理路由以解决模型选择问题 large language model
4 Beyond Sally-Anne: Evaluating Theory of Mind in LLMs using Epistemic Schelling Points 提出EAST任务以评估LLMs的心智理论能力 large language model
5 ProgramTab: Boosting Table Reasoning of LLMs via Programmatic Paradigm 提出ProgramTab以解决大规模表格推理问题 large language model
6 AdvancedMathBench: A Benchmark Suite for Advanced Mathematical Proof Generation and Verification 提出AdvancedMathBench以评估高级数学证明生成与验证能力 large language model
7 How Temperature Shapes Ideological Discourse in Retrieval-Augmented Generation? 研究RAG框架中温度对意识形态话语的影响 large language model
8 JobHop v2: A Large-Scale Career Trajectory Dataset from Unstructured Resumes 提出JobHop v2以解决职业轨迹数据不足问题 large language model
9 Production and Perception in LLMs: A Token Probability Approach 通过令牌概率方法揭示LLMs中的生成与感知差异 large language model
10 GEIS: A Generation-Evaluation-Improvement Loop of Agent Skills for Long-Form Article Generation 提出GEIS以解决长篇文章生成中的信息覆盖与质量提升问题 large language model
11 Are LLMs ready for HardChoices? 检验大型语言模型在社会问题上的立场一致性 large language model
12 UMoE:Unlocking Every Expert in Domain-Specific Training 提出UMoE以优化领域特定训练中的专家池配置 large language model
13 Relational Positioning as a Measurable Risk Object: History-Carried Lock-in and Self-Confabulation in Multi-Turn Human-AI Dialogue 提出关系定位度量以解决多轮人机对话中的风险问题 large language model
14 ToFu: A White-Box, Token-Efficient Agent Harness for Researchers 提出ToFu以提升研究工作流的效率与灵活性 large language model
15 RefineEvo: Planning-Guided Heuristic Evolution with Bidirectional Experience 提出RefineEvo以解决组合优化问题的自动启发式设计 large language model
16 Amplitude-Only FFN Intervention for Tool-Structured LLM Inference Method: Gated Evaluation Protocol, and Cross-Model Empirical Results 提出幅度仅干预方法以优化工具结构化LLM推理 large language model
17 Do LLMs Fabricate Legal Citations? A Bilingual Benchmark on Saudi Data Protection Law and the GDPR 提出双语基准以评估大型语言模型在法律引用中的准确性 large language model
18 MJ: Multi-turn LLM Jailbreaking via Decomposed Credit Assignment 提出DC-GRPO框架以解决多轮对话中的信用分配问题 large language model
19 Dimensionality in Satisfaction Ratings 利用大语言模型分解客户满意度以提升体验分析 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🔗
20 Direct Image-to-Modern Vietnamese Translation of Han-Nom Manuscripts via Multimodal RLHF Preference Alignment 提出多模态RLHF偏好对齐框架以解决汉字文献翻译问题 PPO RLHF DPO
21 EasyOPD: An Easy-to-use On-Policy Distillation Framework for Large Language Models 提出EasyOPD框架以解决语言模型蒸馏中的数据覆盖问题 reinforcement learning distillation large language model
22 TIGER: Text-Conditioned Visual Gated Routing with Acceptance Alignment for Multimodal Speculative Decoding 提出TIGER框架以解决多模态推理中的视觉内容不一致问题 distillation multimodal
23 Extending LLM Context via Associative Recurrent Memory 提出关联递归记忆变换器以解决长上下文处理问题 curriculum learning large language model

🔬 支柱六:视频提取与匹配 (Video Extraction) (1 篇)

#题目一句话要点标签🔗
24 LightMem-Ego: Your AI Memory for Everyday Life 提出LightMem-Ego以解决日常生活中的多模态记忆问题 egocentric multimodal

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