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Collections including paper arxiv:2410.08815

Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study

Paper • 2409.17580 • Published Sep 26, 2024 • 8
StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization

Paper • 2410.08815 • Published Oct 11, 2024 • 44
Multi-task retriever fine-tuning for domain-specific and efficient RAG

Paper • 2501.04652 • Published 14 days ago • 10

Hybrid information

StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization

Paper • 2410.08815 • Published Oct 11, 2024 • 44

StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization

Paper • 2410.08815 • Published Oct 11, 2024 • 44

DreamStruct: Understanding Slides and User Interfaces via Synthetic Data Generation

Paper • 2410.00201 • Published Sep 30, 2024
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems

Paper • 2409.19804 • Published Sep 29, 2024
Rethinking Conventional Wisdom in Machine Learning: From Generalization to Scaling

Paper • 2409.15156 • Published Sep 23, 2024
Just ASR + LLM? A Study on Speech Large Language Models' Ability to Identify and Understand Speaker in Spoken Dialogue

Paper • 2409.04927 • Published Sep 7, 2024

RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval

Paper • 2409.10516 • Published Sep 16, 2024 • 41
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse

Paper • 2409.11242 • Published Sep 17, 2024 • 6
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models

Paper • 2409.11136 • Published Sep 17, 2024 • 22
On the Diagram of Thought

Paper • 2409.10038 • Published Sep 16, 2024 • 13

PDFTriage: Question Answering over Long, Structured Documents

Paper • 2309.08872 • Published Sep 16, 2023 • 53
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 77
Table-GPT: Table-tuned GPT for Diverse Table Tasks

Paper • 2310.09263 • Published Oct 13, 2023 • 39
Context-Aware Meta-Learning

Paper • 2310.10971 • Published Oct 17, 2023 • 16

GraphRAG Papers

Research relating graphs and GenAI. For discussion, find dedicated threads on https://discord.gg/graphrag

SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation

Paper • 2412.15272 • Published Dec 17, 2024 • 1
SynthCypher: A Fully Synthetic Data Generation Framework for Text-to-Cypher Querying in Knowledge Graphs

Paper • 2412.12612 • Published Dec 17, 2024
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains

Paper • 2410.18415 • Published Oct 24, 2024
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs

Paper • 2410.23875 • Published Oct 31, 2024

Graph-enhanced RAG

using knowledge graphs in RAG for grounding LLM results

Knowing When to Ask -- Bridging Large Language Models and Data

Paper • 2409.13741 • Published Sep 10, 2024 • 1
A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases

Paper • 2311.07509 • Published Nov 13, 2023 • 2
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!

Paper • 2405.11706 • Published May 20, 2024 • 2
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering

Paper • 2404.17723 • Published Apr 26, 2024 • 2

Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs

Paper • 2404.15676 • Published Apr 24, 2024
How faithful are RAG models? Quantifying the tug-of-war between RAG and LLMs' internal prior

Paper • 2404.10198 • Published Apr 16, 2024 • 7
RAFT: Adapting Language Model to Domain Specific RAG

Paper • 2403.10131 • Published Mar 15, 2024 • 69
FaaF: Facts as a Function for the evaluation of RAG systems

Paper • 2403.03888 • Published Mar 6, 2024

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 147
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 13
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 54
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 46

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