cs.CL（2026-03-31）

📊 共 13 篇论文 | 🔗 2 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (10 🔗2) 支柱二：RL算法与架构 (RL & Architecture) (2) 支柱四：生成式动作 (Generative Motion) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (10 篇)

#题目一句话要点标签🔗⭐
1 SNEAK: Evaluating Strategic Communication and Information Leakage in Large Language Models SNEAK：评估大型语言模型中的策略性沟通与信息泄露 large language model instruction following
2 The Thiomi Dataset: A Large-Scale Multimodal Corpus for Low-Resource African Languages 发布Thiomi数据集，一个面向低资源非洲语言的大规模多模态语料库。 multimodal
3 Agenda-based Narrative Extraction: Steering Pathfinding Algorithms with Large Language Models 提出基于议程的叙事提取方法，利用大语言模型引导路径搜索，提升叙事一致性和用户可控性。 large language model
4 Distilling Human-Aligned Privacy Sensitivity Assessment from Large Language Models 通过知识蒸馏，从大语言模型中提取人类对齐的隐私敏感性评估能力 large language model
5 M-MiniGPT4: Multilingual VLLM Alignment via Translated Data M-MiniGPT4：通过翻译数据实现多语言VLLM对齐 large language model foundation model
6 ContextClaim: A Context-Driven Paradigm for Verifiable Claim Detection 提出ContextClaim，一种上下文驱动的可验证声明检测范式，提升事实核查的早期过滤效果。 large language model
7 Rewrite the News: Tracing Editorial Reuse Across News Agencies 提出一种弱监督跨语言文本复用检测方法，用于新闻机构内容溯源。 TAMP ✅
8 When Can We Trust LLM Graders? Calibrating Confidence for Automated Assessment 提出校准置信度方法，提升LLM自动评分可靠性，实现选择性自动化。 large language model ✅
9 Authorship Impersonation via LLM Prompting does not Evade Authorship Verification Methods 基于LLM提示的作者模仿无法有效规避现有作者身份验证方法 large language model
10 Is my model perplexed for the right reason? Contrasting LLMs' Benchmark Behavior with Token-Level Perplexity 提出基于token-level困惑度的LLM可解释性框架，诊断模型推理机制 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (2 篇)

#题目一句话要点标签🔗⭐
11 Aligning Multimodal Sequential Recommendations via Robust Direct Preference Optimization with Sparse MoE 提出RoDPO，通过稳健直接偏好优化提升多模态序列推荐效果 RLHF DPO direct preference optimization
12 MemFactory: Unified Inference & Training Framework for Agent Memory MemFactory：用于Agent Memory的统一推理与训练框架，提升记忆增强Agent性能。 reinforcement learning large language model

🔬 支柱四：生成式动作 (Generative Motion) (1 篇)

#题目一句话要点标签🔗⭐
13 SyriSign: A Parallel Corpus for Arabic Text to Syrian Arabic Sign Language Translation SyriSign：为阿拉伯语文本到叙利亚阿拉伯语手语翻译构建平行语料库 motion synthesis motion generation T2M-GPT

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