cs.CL（2023-10-13）

📊 共 23 篇论文 | 🔗 5 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (17 🔗5) 支柱二：RL算法与架构 (RL & Architecture) (5) 支柱一：机器人控制 (Robot Control) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (17 篇)

#题目一句话要点标签🔗⭐
1 MM-BigBench: Evaluating Multimodal Models on Multimodal Content Comprehension Tasks 提出MM-BigBench以解决多模态内容理解评估问题 large language model multimodal ✅
2 User Inference Attacks on Large Language Models 提出用户推断攻击以揭示大语言模型的隐私风险 large language model
3 Assessing and Enhancing the Robustness of Large Language Models with Task Structure Variations for Logical Reasoning 提出逻辑推理任务结构变体以提升大型语言模型的鲁棒性 large language model ✅
4 GLoRE: Evaluating Logical Reasoning of Large Language Models 提出GLoRE以评估大型语言模型的逻辑推理能力 large language model
5 ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models 提出ChatKBQA以解决知识库问答中的检索效率与复杂性问题 large language model
6 Large Language Models as Source Planner for Personalized Knowledge-grounded Dialogue 提出SAFARI框架以解决知识源依赖问题 large language model
7 "Im not Racist but...": Discovering Bias in the Internal Knowledge of Large Language Models 提出基于提示的方法以发现大型语言模型中的偏见 large language model
8 Automated Claim Matching with Large Language Models: Empowering Fact-Checkers in the Fight Against Misinformation 提出FACT-GPT以自动化事实核查中的声明匹配 large language model
9 Human-in-the-loop Machine Translation with Large Language Model 提出人机协作翻译管道以提升翻译质量 large language model ✅
10 InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systems 提出InstructTODS以解决端到端任务导向对话系统的适应性问题 large language model ✅
11 PromptRE: Weakly-Supervised Document-Level Relation Extraction via Prompting-Based Data Programming 提出PromptRE以解决文档级关系抽取中的弱监督问题 large language model
12 KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detection 提出KCTS以解决大语言模型的幻觉问题 large language model
13 "Kelly is a Warm Person, Joseph is a Role Model": Gender Biases in LLM-Generated Reference Letters 研究LLM生成推荐信中的性别偏见问题 large language model
14 Precedent-Enhanced Legal Judgment Prediction with LLM and Domain-Model Collaboration 提出前例增强的法律判决预测框架以解决法律AI中的判决预测问题 large language model
15 Explore-Instruct: Enhancing Domain-Specific Instruction Coverage through Active Exploration 提出Explore-Instruct以解决领域特定指令覆盖不足问题 large language model ✅
16 Towards Informative Few-Shot Prompt with Maximum Information Gain for In-Context Learning 提出最大信息增益的少样本提示方法以改善上下文学习 large language model
17 SeqXGPT: Sentence-Level AI-Generated Text Detection 提出SeqXGPT以解决句子级AI生成文本检测问题 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (5 篇)

#题目一句话要点标签🔗⭐
18 Dialogue Chain-of-Thought Distillation for Commonsense-aware Conversational Agents 提出对话链推理蒸馏框架以提升对话代理的常识推理能力 distillation large language model chain-of-thought
19 Qilin-Med: Multi-stage Knowledge Injection Advanced Medical Large Language Model 提出多阶段知识注入方法以提升医疗大语言模型性能 DPO direct preference optimization large language model
20 A Comparative Analysis of Task-Agnostic Distillation Methods for Compressing Transformer Language Models 比较多种任务无关蒸馏方法以压缩Transformer语言模型 distillation large language model
21 Multi-level Adaptive Contrastive Learning for Knowledge Internalization in Dialogue Generation 提出多层自适应对比学习以解决对话生成中的知识内化问题 contrastive learning
22 Exploration with Principles for Diverse AI Supervision 提出探索性人工智能以解决人类监督依赖问题 reinforcement learning large language model

🔬 支柱一：机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗⭐
23 Unsupervised Domain Adaption for Neural Information Retrieval 提出无监督领域适应方法以提升神经信息检索性能 manipulation large language model

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