cs.CL(2024-02-23)

📊 共 32 篇论文 | 🔗 2 篇有代码

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支柱九:具身大模型 (Embodied Foundation Models) (26 🔗2) 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) 支柱一:机器人控制 (Robot Control) (1)

🔬 支柱九:具身大模型 (Embodied Foundation Models) (26 篇)

#题目一句话要点标签🔗
1 On the Multi-turn Instruction Following for Conversational Web Agents 提出自反记忆增强规划以解决多轮指令跟随问题 large language model instruction following
2 A Data-Centric Approach To Generate Faithful and High Quality Patient Summaries with Large Language Models 提出数据中心方法生成真实高质量患者总结 large language model
3 ArabianGPT: Native Arabic GPT-based Large Language Model 提出ArabianGPT以解决阿拉伯语大语言模型不足问题 large language model
4 Causal Graph Discovery with Retrieval-Augmented Generation based Large Language Models 提出基于检索增强生成的LLM方法以解决因果图发现问题 large language model
5 Machine Unlearning of Pre-trained Large Language Models 提出机器遗忘方法以解决大语言模型的隐私问题 large language model
6 Don't Just Say "I don't know"! Self-aligning Large Language Models for Responding to Unknown Questions with Explanations 提出自对齐方法以提升大语言模型对未知问题的响应能力 large language model
7 Fine-tuning Large Language Models for Domain-specific Machine Translation 提出DragFT框架以解决领域特定机器翻译问题 large language model
8 KIEval: A Knowledge-grounded Interactive Evaluation Framework for Large Language Models 提出KIEval框架以解决大语言模型评估中的数据污染问题 large language model
9 Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models 提出Interactive-KBQA以解决知识库问答中的复杂问题解析 large language model
10 Executing Natural Language-Described Algorithms with Large Language Models: An Investigation 利用大型语言模型执行自然语言描述的算法 large language model
11 ToMBench: Benchmarking Theory of Mind in Large Language Models 提出ToMBench以解决大语言模型的心智理论评估问题 large language model
12 CloChat: Understanding How People Customize, Interact, and Experience Personas in Large Language Models 提出CloChat以解决个性化对话代理的互动问题 large language model
13 Fine-Grained Detoxification via Instance-Level Prefixes for Large Language Models 提出实例级前缀的细粒度去毒化方法以解决大语言模型的毒性问题 large language model
14 NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data 提出NuNER以解决命名实体识别任务的高效数据利用问题 large language model foundation model
15 Language-Based User Profiles for Recommendation 提出语言基础用户画像以解决推荐系统冷启动问题 large language model
16 LLMs as Meta-Reviewers' Assistants: A Case Study 利用大型语言模型辅助元评审者提升评审效率 large language model
17 Brain-Inspired Two-Stage Approach: Enhancing Mathematical Reasoning by Imitating Human Thought Processes 提出脑启发的双阶段方法以增强数学推理能力 large language model
18 An Empirical Study of Data Ability Boundary in LLMs' Math Reasoning 提出数据能力边界策略以优化LLMs数学推理能力 large language model
19 Ranking Entities along Conceptual Space Dimensions with LLMs: An Analysis of Fine-Tuning Strategies 提出基于LLM的实体排名方法以解决概念空间维度问题 large language model
20 Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot Examples 通过自动生成训练数据提升句子嵌入效果 large language model
21 AttributionBench: How Hard is Automatic Attribution Evaluation? 提出AttributionBench以解决自动归因评估难题 large language model
22 Interpreting Context Look-ups in Transformers: Investigating Attention-MLP Interactions 提出一种方法研究Transformer中注意力与MLP的交互 large language model
23 Fine-Grained Self-Endorsement Improves Factuality and Reasoning 提出自我认可框架以改善语言模型的事实性和推理能力 large language model
24 API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs 提出API-BLEND以解决API任务数据不足问题 large language model
25 DEEM: Dynamic Experienced Expert Modeling for Stance Detection 提出动态经验专家建模以解决立场检测问题 large language model
26 ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information Retrieval 提出ColBERT-XM以解决多语言信息检索中的数据稀缺问题 zero-shot transfer

🔬 支柱二:RL算法与架构 (RL & Architecture) (4 篇)

#题目一句话要点标签🔗
27 Unlocking the Power of Large Language Models for Entity Alignment 提出ChatEA以解决知识图谱实体对齐问题 representation learning large language model
28 Bias and Volatility: A Statistical Framework for Evaluating Large Language Model's Stereotypes and the Associated Generation Inconsistency 提出偏差-波动框架以评估大型语言模型的刻板印象问题 reinforcement learning large language model
29 Leveraging Domain Knowledge for Efficient Reward Modelling in RLHF: A Case-Study in E-Commerce Opinion Summarization 提出利用领域知识的高效奖励建模方法以解决RLHF中的标注挑战 reinforcement learning RLHF
30 Self-Adaptive Reconstruction with Contrastive Learning for Unsupervised Sentence Embeddings 提出自适应重构对比学习框架以解决无监督句子嵌入问题 contrastive learning

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

#题目一句话要点标签🔗
31 Getting Serious about Humor: Crafting Humor Datasets with Unfunny Large Language Models 利用大型语言模型生成幽默数据集以解决幽默检测问题 HuMoR large language model

🔬 支柱一:机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗
32 How (un)ethical are instruction-centric responses of LLMs? Unveiling the vulnerabilities of safety guardrails to harmful queries 提出TechHazardQA以揭示LLMs在指令响应中的伦理脆弱性 manipulation large language model

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