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Collections including paper arxiv:2410.08815
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DreamStruct: Understanding Slides and User Interfaces via Synthetic Data Generation
Paper • 2410.00201 • Published -
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems
Paper • 2409.19804 • Published -
Rethinking Conventional Wisdom in Machine Learning: From Generalization to Scaling
Paper • 2409.15156 • Published -
Just ASR + LLM? A Study on Speech Large Language Models' Ability to Identify and Understand Speaker in Spoken Dialogue
Paper • 2409.04927 • Published
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RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
Paper • 2409.10516 • Published • 37 -
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse
Paper • 2409.11242 • Published • 5 -
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models
Paper • 2409.11136 • Published • 21 -
On the Diagram of Thought
Paper • 2409.10038 • Published • 11
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PDFTriage: Question Answering over Long, Structured Documents
Paper • 2309.08872 • Published • 53 -
Adapting Large Language Models via Reading Comprehension
Paper • 2309.09530 • Published • 77 -
Table-GPT: Table-tuned GPT for Diverse Table Tasks
Paper • 2310.09263 • Published • 39 -
Context-Aware Meta-Learning
Paper • 2310.10971 • Published • 16
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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 • 2 -
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!
Paper • 2405.11706 • Published • 2 -
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering
Paper • 2404.17723 • Published • 2 -
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation
Paper • 2406.11460 • Published • 2
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Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs
Paper • 2404.15676 • Published -
How faithful are RAG models? Quantifying the tug-of-war between RAG and LLMs' internal prior
Paper • 2404.10198 • Published • 7 -
RAFT: Adapting Language Model to Domain Specific RAG
Paper • 2403.10131 • Published • 67 -
FaaF: Facts as a Function for the evaluation of RAG systems
Paper • 2403.03888 • Published
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Graph-enhanced Large Language Models in Asynchronous Plan Reasoning
Paper • 2402.02805 • Published • 1 -
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling
Paper • 1906.07241 • Published • 2 -
A Latent Space Theory for Emergent Abilities in Large Language Models
Paper • 2304.09960 • Published • 3 -
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning
Paper • 2310.01061 • Published • 2
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Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection
Paper • 2310.11511 • Published • 74 -
PEARL: Personalizing Large Language Model Writing Assistants with Generation-Calibrated Retrievers
Paper • 2311.09180 • Published • 7 -
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study
Paper • 2409.17580 • Published • 6 -
StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization
Paper • 2410.08815 • Published • 39