RAG / 检索增强生成

A Comparative Study of PDF Parsing Tools Across Diverse Document Categories

Narayan S. Adhikari, Shradha Agarwal

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.IR

Comments 17 pages,11 figures, 5 tables

GenEdit: Compounding Operators and Continuous Improvement to Tackle Text-to-SQL in the Enterprise

Karime Maamari, Connor Landy, Amine Mhedhbi

专题命中 图谱与结构化RAG ：knowledge retrieval(abstract)；分类 cs.AI

Empowering GraphRAG with Knowledge Filtering and Integration

Kai Guo, Harry Shomer, Shenglai Zeng, Haoyu Han, Yu Wang, Jiliang Tang

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.AI

Can Structured Data Reduce Epistemic Uncertainty?

Shriram M S, Sushmitha S, Gayathri K S, Shahina A

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.AI

Comments Presented at NeLaMKRR@KR, 2024 (arXiv:2410.05339)

Learning to Retrieve and Reason on Knowledge Graph through Active Self-Reflection

Han Zhang, Langshi Zhou, Hanfang Yang

专题命中 图谱与结构化RAG ：knowledge retrieval(abstract)；分类 cs.CL

Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning

Zijian He, Reyna Abhyankar, Vikranth Srivatsa, Yiying Zhang

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.AI

CHASE: A Native Relational Database for Hybrid Queries on Structured and Unstructured Data

Rui Ma, Kai Zhang, Zhenying He, Yinan Jing, X. Sean Wang, Zhenqiang Chen

专题命中 图谱与结构化RAG ：vector search(abstract)；分类 cs.DB

Adaptations of AI models for querying the LandMatrix database in natural language

Fatiha Ait Kbir, Jérémy Bourgoin, Rémy Decoupes, Marie Gradeler, Roberto Interdonato

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL

Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains

Kun Li, Tianhua Zhang, Xixin Wu, Hongyin Luo, James Glass, Helen Meng

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

Embedded Named Entity Recognition using Probing Classifiers

Nicholas Popovič, Michael Färber

专题命中 图谱与结构化RAG ：retrieval augmented generation(abstract)；分类 cs.CL

Comments EMNLP 2024 (main)

Integrating AI's Carbon Footprint into Risk Management Frameworks: Strategies and Tools for Sustainable Compliance in Banking Sector

Nataliya Tkachenko

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.AI

Winning Solution For Meta KDD Cup' 24

Yikuan Xia, Jiazun Chen, Jun Gao

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.IR

MURRE: Multi-Hop Table Retrieval with Removal for Open-Domain Text-to-SQL

Xuanliang Zhang, Dingzirui Wang, Longxu Dou, Qingfu Zhu, Wanxiang Che

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

Tool-Assisted Agent on SQL Inspection and Refinement in Real-World Scenarios

Zhongyuan Wang, Richong Zhang, Zhijie Nie, Jaein Kim

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

Comments work in progress

StructuredRAG: JSON Response Formatting with Large Language Models

Connor Shorten, Charles Pierse, Thomas Benjamin Smith, Erika Cardenas, Akanksha Sharma, John Trengrove, Bob van Luijt

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL

Comments Preprint. 10 pages, 6 figures

Grounding Language Models for Visual Entity Recognition

Zilin Xiao, Ming Gong, Paola Cascante-Bonilla, Xingyao Zhang, Jie Wu, Vicente Ordonez

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

Comments ECCV 2024

SGLang: Efficient Execution of Structured Language Model Programs

Lianmin Zheng, Liangsheng Yin, Zhiqiang Xie, Chuyue Sun, Jeff Huang, Cody Hao Yu, Shiyi Cao, Christos Kozyrakis, Ion Stoica, Joseph E. Gonzalez, Clark Barrett, Ying Sheng

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.AI

Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts

Wenyu Huang, Guancheng Zhou, Mirella Lapata, Pavlos Vougiouklis, Sebastien Montella, Jeff Z. Pan

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding

Stefan Dernbach, Khushbu Agarwal, Alejandro Zuniga, Michael Henry, Sutanay Choudhury

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；分类 cs.AI

Comments Published in AAAI Spring Symposium: AAAI-MAKE 2024

DANCER: Entity Description Augmented Named Entity Corrector for Automatic Speech Recognition

Yi-Cheng Wang, Hsin-Wei Wang, Bi-Cheng Yan, Chi-Han Lin, Berlin Chen

专题命中 图谱与结构化RAG ：dense retrieval(abstract)；分类 cs.CL

Comments Accepted by LREC-COLING 2024

Exploring the Impact of Table-to-Text Methods on Augmenting LLM-based Question Answering with Domain Hybrid Data

Dehai Min, Nan Hu, Rihui Jin, Nuo Lin, Jiaoyan Chen, Yongrui Chen, Yu Li, Guilin Qi, Yun Li, Nijun Li, Qianren Wang

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL

Comments Accepted to NAACL 2024 Industry Track Paper

Learning to Rank Context for Named Entity Recognition Using a Synthetic Dataset

Arthur Amalvy, Vincent Labatut, Richard Dufour

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

Journal ref Conference on Empirical Methods in Natural Language Processing (EMNLP), ACL, Dec 2023, Singapore, Singapore. pp.10372-10382

Few-shot Named Entity Recognition via Superposition Concept Discrimination

Jiawei Chen, Hongyu Lin, Xianpei Han, Yaojie Lu, Shanshan Jiang, Bin Dong, Le Sun

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

Comments Accepted to LREC-COLING 2024

From human experts to machines: An LLM supported approach to ontology and knowledge graph construction

Vamsi Krishna Kommineni, Birgitta König-Ries, Sheeba Samuel

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL

In-Context Learning for Few-Shot Nested Named Entity Recognition

Meishan Zhang, Bin Wang, Hao Fei, Min Zhang

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

Comments 5 figures

Journal ref ICASSP 2024

BELHD: Improving Biomedical Entity Linking with Homonoym Disambiguation

Samuele Garda, Ulf Leser

专题命中 图谱与结构化RAG ：dense retrieval(abstract)；分类 cs.CL

AutoKG: Efficient Automated Knowledge Graph Generation for Language Models

Bohan Chen, Andrea L. Bertozzi

专题命中 图谱与结构化RAG ：knowledge retrieval(abstract)；分类 cs.CL

Comments 10 pages, accepted by IEEE BigData 2023 as a workshop paper in GTA3

GPT-FinRE: In-context Learning for Financial Relation Extraction using Large Language Models

Pawan Kumar Rajpoot, Ankur Parikh

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

Comments arXiv admin note: text overlap with arXiv:2305.02105 by other authors

Automatic Creation of Named Entity Recognition Datasets by Querying Phrase Representations

Hyunjae Kim, Jaehyo Yoo, Seunghyun Yoon, Jaewoo Kang

专题命中 图谱与结构化RAG ：retriever(abstract)；分类 cs.CL

Comments ACL 2023

Towards Better Entity Linking with Multi-View Enhanced Distillation

Yi Liu, Yuan Tian, Jianxun Lian, Xinlong Wang, Yanan Cao, Fang Fang, Wen Zhang, Haizhen Huang, Denvy Deng, Qi Zhang

专题命中 图谱与结构化RAG ：dense retrieval(abstract)；分类 cs.CL

Comments Accepted by ACL 2023 Main Conference