cs.CL（2026-09-04）

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支柱九：具身大模型 (Embodied Foundation Models) (13 🔗1) 支柱二：RL算法与架构 (RL & Architecture) (7)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (13 篇)

#题目一句话要点标签🔗⭐
1 MMTClinic: Multimodal, Multilingual Time Series Question Answering and Reasoning Benchmark for Clinical Domain 提出MMTClinic以解决临床领域多模态多语言时间序列问答问题 large language model multimodal chain-of-thought
2 From Vision to Language: Investigating Causal Information Flow in Multimodal Decision-Making 提出跨模态因果干预方法以增强视觉语言模型的决策理解 multimodal
3 CC-Mediation: Evaluating Large Language Models for Cross-Cultural Conflict Mediation 提出CC-Mediation以解决跨文化冲突调解评估问题 large language model
4 Can Large Language Models Anticipate Behavioral Responses to Social Policies? A Case of Pension Enrollment Prediction among China's Flexible Workers 提出FlexPension-LLM以解决中国灵活工人养老金登记预测问题 large language model
5 Large Language Models with At Most One Spike per Neuron 提出基于TTFS编码的脉冲神经网络以解决LLM能效问题 large language model
6 On Epistemic Diversity in Large Language Models 提出评估大语言模型的认识多样性框架以解决知识获取问题 large language model
7 PetQA: Benchmarking Veterinary Knowledge and Clinical Reasoning 提出PetQA基准以评估兽医知识和临床推理能力 large language model multimodal
8 Tracing Audio Grounding and Answer Selection in Audio LLMs 提出音频LLMs的音频基础与答案选择机制研究 large language model
9 A Human-in-the-Loop Framework for AI-Assisted Scoring in Large-Scale Writing Assessment 提出人机协作框架以提升大规模写作评估的评分效率 large language model
10 Refuse without Refusal: A Structural Analysis of Safety-Tuning Responses for Reducing False Refusals in Language Models 提出安全调优响应结构分析以减少语言模型的错误拒绝问题 large language model
11 Improving Language Identification for Code-Switched Utterances with Integer Linear Programming 通过整数线性规划改进代码切换语句的语言识别 large language model
12 Beneath the Surface of Chains-of-Thought: A Mechanistic Interpretation of Reasoning Operations in LLMs 探讨大语言模型推理操作的几何结构 large language model ✅
13 Choosing the Right Language Mode at Inference Time for Multilingual Reliability 提出RAAI框架以提高多语言模型在低资源语言上的推理可靠性 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🔗⭐
14 Latent-Aligned Reasoning for Multimodal Recommendation 提出LARK框架以解决多模态推荐中的跨模态稀释问题 contrastive learning multimodal chain-of-thought
15 Reinforcement Learning for improving Large Language Models' Catalan text simplification capabilities 提出强化学习方法以提升大语言模型的加泰罗尼亚文本简化能力 reinforcement learning large language model
16 Generating Constructive Feedback on Stories via Reinforcement Learning 提出强化学习方法生成建设性反馈以提升故事创作 reinforcement learning large language model
17 Self-Supervised Lexical Representation Learning for Fast, Large-Scale Phylogenetic Inference 提出自监督词汇表示学习以解决大规模系统发育推断问题 representation learning contrastive learning
18 Vectorizing Classical Tamil: Representation Learning for Verse-Commentary Pairs 构建古典泰米尔诗歌与注释对的表示学习模型 representation learning
19 ConsensusBench: Benchmark of Consensus Nodes for LLM Reasoning via Outcome Reward Densifying 提出ConsensusBench以解决LLM推理过程中的奖励稀疏问题 reinforcement learning large language model
20 Compression Beyond the Uncompressed: A Two-Stage Training Recipe for Soft Context Compression in RAG 提出DEX-Comp以解决RAG模型上下文压缩效率问题 reinforcement learning distillation

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