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Knowledge Graphs

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하위 태스크: 5
평가표: 4
보존된 평가 기록: 19

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

코드

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

https://github.com/huggingface/transformers

공식 코드

Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering

https://github.com/huggingface/transformers/tree/master/examples/research_projects/rag-end2end-retriever

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Fine-tune the Entire RAG Architecture (including DPR retriever) for Question-Answering

https://github.com/hughvd/um-cai-fellowship

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From Interests to Insights: An LLM Approach to Course Recommendations Using Natural Language Queries

https://github.com/huichizhou/trustrag

공식 코드

TrustRAG: Enhancing Robustness and Trustworthiness in RAG

https://github.com/huihuichyan/unlimitedjudge

공식 코드

An Empirical Study of LLM-as-a-Judge for LLM Evaluation: Fine-tuned Judge Model is not a General Substitute for GPT-4

https://github.com/huiminzeng/gpt-fedrec

공식 코드

Federated Recommendation via Hybrid Retrieval Augmented Generation

https://github.com/humanmllm/humanomniv2

공식 코드

HumanOmniV2: From Understanding to Omni-Modal Reasoning with Context

https://github.com/huntila/scholarly-kgqa

공식 코드

Leveraging LLMs in Scholarly Knowledge Graph Question Answering

https://github.com/hurlab/vaccine-adjuvant-llm

공식 코드

Cancer Vaccine Adjuvant Name Recognition from Biomedical Literature using Large Language Models

https://github.com/huskyinsalt/crag

공식 코드

Corrective Retrieval Augmented Generation

https://github.com/hwanchang00/CoPriva

공식 코드

Keep Security! Benchmarking Security Policy Preservation in Large Language Model Contexts Against Indirect Attacks in Question Answering

https://github.com/hwq0726/sdoh-kg

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Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in Healthcare

https://github.com/hwq0726/sdohenpkg

공식 코드

Leveraging Social Determinants of Health in Alzheimer's Research Using LLM-Augmented Literature Mining and Knowledge Graphs

https://github.com/hwwang55/MKR

공식 코드

Multi-Task Feature Learning for Knowledge Graph Enhanced Recommendation

https://github.com/hwwang55/PathCon

공식 코드

Relational Message Passing for Knowledge Graph Completion

https://github.com/hwy9855/gsr

공식 코드

Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQA

https://github.com/hxyscotthuang/cmpnn

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A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs

https://github.com/hyc2026/StoryTeller

공식 코드

StoryTeller: Improving Long Video Description through Global Audio-Visual Character Identification

https://github.com/hyeonjeongha/mm-poisonrag

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MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Poisoning Attacks

https://github.com/hyleepp/continue-kgc

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Progressive Knowledge Graph Completion

https://github.com/hymie122/rag-survey

공식 코드

Retrieval-Augmented Generation for AI-Generated Content: A Survey

https://github.com/hyren/query2box

공식 코드

Query2box: Reasoning over Knowledge Graphs in Vector Space using Box Embeddings

https://github.com/hysonlab/biomedkg

공식 코드

Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge Graphs

https://github.com/hyu-nlp/hyper-cl

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Hyper-CL: Conditioning Sentence Representations with Hypernetworks

https://github.com/hzli-ucas/stargraph

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StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph

https://github.com/i-eval/faireval

공식 코드

Large Language Models are not Fair Evaluators

https://github.com/i40-Tools/I40KG-Embeddings

공식 코드

Unveiling Relations in the Industry 4.0 Standards Landscape based on Knowledge Graph Embeddings

https://github.com/iDEA-iSAIL-Lab-UIUC/APEX

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APEX$^2$: Adaptive and Extreme Summarization for Personalized Knowledge Graphs

https://github.com/iaar-shanghai/crud_rag

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CRUD-RAG: A Comprehensive Chinese Benchmark for Retrieval-Augmented Generation of Large Language Models

https://github.com/iaar-shanghai/datg

공식 코드

Controlled Text Generation for Large Language Model with Dynamic Attribute Graphs

https://github.com/iaar-shanghai/pgrag

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Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning

https://github.com/iaar-shanghai/saferag

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SafeRAG: Benchmarking Security in Retrieval-Augmented Generation of Large Language Model

https://github.com/iai-group/ginger-response-generation

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GINGER: Grounded Information Nugget-Based Generation of Responses

https://github.com/iai-group/pkg-api

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PKG API: A Tool for Personal Knowledge Graph Management

https://github.com/iamgmujtaba/scholar_search

공식 코드

ChatGPT in the Age of Generative AI and Large Language Models: A Concise Survey

https://github.com/iamryanshengwang/prometheus-chatbot

공식 코드

Prometheus Chatbot: Knowledge Graph Collaborative Large Language Model for Computer Components Recommendation

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