cs.CL（2024-03-25）

📊 共 25 篇论文 | 🔗 5 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (20 🔗5) 支柱二：RL算法与架构 (RL & Architecture) (5)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (20 篇)

#题目一句话要点标签🔗⭐
1 InstUPR : Instruction-based Unsupervised Passage Reranking with Large Language Models 提出InstUPR以解决无监督段落重排序问题 large language model instruction following ✅
2 The Strong Pull of Prior Knowledge in Large Language Models and Its Impact on Emotion Recognition 提出量化情感识别中大语言模型先验知识影响的方法 large language model
3 Extracting Social Support and Social Isolation Information from Clinical Psychiatry Notes: Comparing a Rule-based NLP System and a Large Language Model 提出基于规则的NLP系统与大语言模型比较以提取社会支持与孤立信息 large language model
4 KIT-19: A Comprehensive Korean Instruction Toolkit on 19 Tasks for Fine-Tuning Korean Large Language Models 提出KIT-19以提升韩语大语言模型的指令调优效果 large language model
5 Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance 提出数据混合法则以优化语言模型的数据混合比例 large language model
6 NSINA: A News Corpus for Sinhala 提出NSINA以解决僧伽罗语自然语言处理数据匮乏问题 large language model
7 MetaAligner: Towards Generalizable Multi-Objective Alignment of Language Models 提出MetaAligner以解决多目标对齐的通用性问题 large language model
8 LLMs Are Few-Shot In-Context Low-Resource Language Learners 提出查询对齐方法以提升低资源语言的学习效果 large language model ✅
9 CodeS: Natural Language to Code Repository via Multi-Layer Sketch 提出CodeS以解决自然语言到代码库生成问题 large language model
10 $\textit{LinkPrompt}$: Natural and Universal Adversarial Attacks on Prompt-based Language Models 提出LinkPrompt以解决Prompt模型的对抗攻击问题 large language model ✅
11 Linear Cross-document Event Coreference Resolution with X-AMR 提出X-AMR以解决事件共指解析的高成本问题 large language model ✅
12 Enhanced Facet Generation with LLM Editing 提出无搜索引擎的用户查询面向生成方法以提升信息检索效果 large language model
13 Ontology Completion with Natural Language Inference and Concept Embeddings: An Analysis 提出基于自然语言推理与概念嵌入的本体补全方法 large language model
14 New Intent Discovery with Attracting and Dispersing Prototype 提出RAP框架以解决新意图发现问题 large language model
15 Iterative Refinement of Project-Level Code Context for Precise Code Generation with Compiler Feedback 提出CoCoGen以解决项目特定上下文不足的问题 large language model
16 RU22Fact: Optimizing Evidence for Multilingual Explainable Fact-Checking on Russia-Ukraine Conflict 提出RU22Fact以优化俄罗斯-乌克兰冲突的多语言可解释事实核查 large language model
17 Conversational Grounding: Annotation and Analysis of Grounding Acts and Grounding Units 提出对话基础标注方法以提升对话系统的理解能力 large language model
18 TrustAI at SemEval-2024 Task 8: A Comprehensive Analysis of Multi-domain Machine Generated Text Detection Techniques 提出多领域机器生成文本检测技术以应对信息误导问题 large language model
19 Reasoning Runtime Behavior of a Program with LLM: How Far Are We? 提出REval框架以评估代码LLM的推理能力 large language model
20 Is There a One-Model-Fits-All Approach to Information Extraction? Revisiting Task Definition Biases 提出多阶段框架以解决信息提取中的定义偏差问题 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🔗⭐
21 Aligning with Human Judgement: The Role of Pairwise Preference in Large Language Model Evaluators 提出PAIRS方法以解决LLM评估与人类判断不一致问题 RLHF large language model
22 Outcome-Constrained Large Language Models for Countering Hate Speech 提出基于结果约束的大语言模型以应对仇恨言论问题 reinforcement learning large language model
23 Can Large Language Models (or Humans) Disentangle Text? 探讨大型语言模型在文本变量解耦中的应用 distillation large language model
24 Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning 提出对比表示学习以解决少样本关系分类中的信息提取问题 representation learning contrastive learning
25 If CLIP Could Talk: Understanding Vision-Language Model Representations Through Their Preferred Concept Descriptions 提出EX2方法以深入理解视觉语言模型的概念描述 reinforcement learning large language model

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