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Retrieval-augmented Generation

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관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/liunian-jay/gainrag

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GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis

https://github.com/liuqi6777/llm4ranking

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LLM4Ranking: An Easy-to-use Framework of Utilizing Large Language Models for Document Reranking

https://github.com/liushuai35/PaddleXrc

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XY-Cut++: Advanced Layout Ordering via Hierarchical Mask Mechanism on a Novel Benchmark

https://github.com/lixinze777/lc_vs_rag

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Long Context vs. RAG for LLMs: An Evaluation and Revisits

https://github.com/liyan06/minicheck

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MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documents

https://github.com/llm-lab-org/multimodal-rag-survey

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Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation

https://github.com/llm-vlm-gsl/discuss-rag

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Talk Before You Retrieve: Agent-Led Discussions for Better RAG in Medical QA

https://github.com/lmmapplication/rakg

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RAKG:Document-level Retrieval Augmented Knowledge Graph Construction

https://github.com/lt-asset/repocod

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Can Language Models Replace Programmers for Coding? REPOCOD Says 'Not Yet'

https://github.com/luka-group/FaviComp

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Familiarity-Aware Evidence Compression for Retrieval-Augmented Generation

https://github.com/lukasbahr/kg-rag-fmea

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Knowledge graph enhanced retrieval-augmented generation for failure mode and effects analysis

https://github.com/luozhongze/ForPKG

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ForPKG: A Framework for Constructing Forestry Policy Knowledge Graph and Application Analysis

https://github.com/lyutyuh/poptimizer

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Likelihood as a Performance Gauge for Retrieval-Augmented Generation

https://github.com/m3hrdadfi/rag-memory-interplay

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Deciphering the Interplay of Parametric and Non-parametric Memory in Retrieval-augmented Language Models

https://github.com/machuangtao/kg-rag4sm

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Knowledge Graph-based Retrieval-Augmented Generation for Schema Matching

https://github.com/magkai/PRAISE

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Preference-based Learning with Retrieval Augmented Generation for Conversational Question Answering

https://github.com/mahesh-ak/SktQA

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A Case Study of Cross-Lingual Zero-Shot Generalization for Classical Languages in LLMs

https://github.com/manestay/bordirlines

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BordIRlines: A Dataset for Evaluating Cross-lingual Retrieval-Augmented Generation

https://github.com/mangopy/direct-rag-learning

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Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models

https://github.com/manishacharya60/rag-optimization

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Optimizing Code Runtime Performance through Context-Aware Retrieval-Augmented Generation

https://github.com/manthan2305/Efficient-G-Retriever

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Efficient Document Retrieval with G-Retriever

https://github.com/marker-inc-korea/autorag_aragog_paper

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AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline

https://github.com/martin-wey/peft-llm-code

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Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models

https://github.com/masoud-monajati/llm_bio_ner

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LLMs in Biomedicine: A study on clinical Named Entity Recognition

https://github.com/matanbt/gaslite

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GASLITEing the Retrieval: Exploring Vulnerabilities in Dense Embedding-based Search

https://github.com/mayhugotong/gentkg

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GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language Models

https://github.com/mayo-radiology-informatics-lab/conflare

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CONFLARE: CONFormal LArge language model REtrieval

https://github.com/mccodeai/mccoder

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MCCoder: Streamlining Motion Control with LLM-Assisted Code Generation and Rigorous Verification

https://github.com/med-llm/tcm-llm-overrely-on-names

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Do "New Snow Tablets" Contain Snow? Large Language Models Over-Rely on Names to Identify Ingredients of Chinese Drugs

https://github.com/medicinetoken/medical-graph-rag

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Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation

https://github.com/meettyj/gnp

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Graph Neural Prompting with Large Language Models

https://github.com/mehdiazarafza/uav-rag

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Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning

https://github.com/mehdimojarradi/Ensemble-SuperICL

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Improving In-Context Learning with Small Language Model Ensembles

https://github.com/mengdanzhu/cross-modal-rag

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Cross-modal RAG: Sub-dimensional Retrieval-Augmented Text-to-Image Generation

https://github.com/mennafateen/modular-asas-f-rag

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Beyond Scores: A Modular RAG-Based System for Automatic Short Answer Scoring with Feedback

https://github.com/mercatorhq/dubo-sql

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Dubo-SQL: Diverse Retrieval-Augmented Generation and Fine Tuning for Text-to-SQL

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