Cover Image

From RAGs to rich parameters: Probing how language models utilize external knowledge over parametric information for factual queries

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wadhwa, Hitesh, Seetharaman, Rahul, Aggarwal, Somyaa, Ghosh, Reshmi, Basu, Samyadeep, Srinivasan, Soundararajan, Zhao, Wenlong, Chaudhari, Shreyas, Aghazadeh, Ehsan
Format:	Preprint
Published:	2024
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Quantifying reliance on external information over parametric knowledge during Retrieval Augmented Generation (RAG) using mechanistic analysis
by: Ghosh, Reshmi, et al.
Published: (2024)

Hop, Skip, and Overthink: Diagnosing Why Reasoning Models Fumble during Multi-Hop Analysis
by: Yadav, Anushka, et al.
Published: (2025)

LLM‐based generation of USMLE‐style questions with ASPET/AMSPC knowledge objectives: All RAGs and no riches
by: Thomas Thesen, et al.
Published: (2025)

From RAGs to riches: Utilizing large language models to write documents for clinical trials
by: Markey, Nigel, et al.
Published: (2024)

A Closer Look at Bias and Chain-of-Thought Faithfulness of Large (Vision) Language Models
by: Balasubramanian, Sriram, et al.
Published: (2025)

Decomposing and Interpreting Image Representations via Text in ViTs Beyond CLIP
by: Balasubramanian, Sriram, et al.
Published: (2024)

Can we Evaluate RAGs with Synthetic Data?
by: van Elburg, Jonas, et al.
Published: (2025)

Mapping how LLMs debate societal issues when shadowing human personality traits, sociodemographics and social media behavior
by: Ardebili, Ali Aghazadeh, et al.
Published: (2026)

MLRIP: Pre-training a military language representation model with informative factual knowledge and professional knowledge base
by: Li, Hui, et al.
Published: (2022)

IntCoOp: Interpretability-Aware Vision-Language Prompt Tuning
by: Ghosal, Soumya Suvra, et al.
Published: (2024)

Designing Federated Learning Systems for Collaborative Financial Analytics
by: Balaji Soundararajan
Published: (2024)

The Impact of Digital Payments on E-commerce Growth and Online Shopping Experience
by: Balaji Soundararajan
Published: (2021)

ECI: Effective Contrastive Information to Evaluate Hard-Negatives
by: Sinha, Aarush, et al.
Published: (2026)

ReLU Networks as Random Functions: Their Distribution in Probability Space
by: Chaudhari, Shreyas, et al.
Published: (2025)

Large Language Models, scientific knowledge and factuality: A framework to streamline human expert evaluation
by: Wysocka, Magdalena, et al.
Published: (2023)

Case-based Explainability for Random Forest: Prototypes, Critics, Counter-factuals and Semi-factuals
by: Yampolsky, Gregory, et al.
Published: (2024)

InsertRank: LLMs can reason over BM25 scores to Improve Listwise Reranking
by: Seetharaman, Rahul, et al.
Published: (2025)

Does location matter in IS research? A developing country perspective from India
by: Priya Seetharaman, et al.
Published: (2024)

TigerVector: Supporting Vector Search in Graph Databases for Advanced RAGs
by: Liu, Shige, et al.
Published: (2025)

A privacy preserving querying mechanism with high utility for electric vehicles
by: Atmaca, Ugur Ilker, et al.
Published: (2022)

VR-based generation of photorealistic synthetic data for training hand-object tracking models
by: Zhang, Chengyan, et al.
Published: (2024)

Model Zoo: A Growing "Brain" That Learns Continually
by: Ramesh, Rahul, et al.
Published: (2021)

Distilling Knowledge from Text-to-Image Generative Models Improves Visio-Linguistic Reasoning in CLIP
by: Basu, Samyadeep, et al.
Published: (2023)

CGES: Confidence-Guided Early Stopping for Efficient and Accurate Self-Consistency
by: Aghazadeh, Ehsan, et al.
Published: (2025)

Ergodic Trajectory Design by Learned Pushforward Maps: Provable Coverage via Conditional Flow Matching
by: Aghazadeh, Ehsan, et al.
Published: (2026)

Privacy Without Losing Place: A Paradigm for Private Retrieval in Spatial RAGs
by: Edemacu, Kennedy, et al.
Published: (2026)

Introducing Super RAGs in Mistral 8x7B-v1
by: Thakur, Ayush, et al.
Published: (2024)

Securing RC Based P2P Networks: A Blockchain-based Access Control Framework utilizing Ethereum Smart Contracts for IoT and Web 3.0
by: Ghosh, Saurav, et al.
Published: (2024)

Refractance Window Drying of Pineapple Puree for the Preparation of Fruit Leather: Influence of Process Parameters on Drying Kinetics and Quality
by: Divya Aggarwal, et al.
Published: (2026)

Leveraging Large Language Models for Predictive Analysis of Human Misery
by: Seal, Bishanka, et al.
Published: (2025)

Scaling Laws for Cross-Encoder Reranking
by: Seetharaman, Rahul, et al.
Published: (2026)

"Lost-in-the-Later": Framework for Quantifying Contextual Grounding in Large Language Models
by: Tao, Yufei, et al.
Published: (2025)

Gradient Networks
by: Chaudhari, Shreyas, et al.
Published: (2024)

GradNetOT: Learning Optimal Transport Maps with GradNets
by: Chaudhari, Shreyas, et al.
Published: (2025)

SliderEdit: Continuous Image Editing with Fine-Grained Instruction Control
by: Zarei, Arman, et al.
Published: (2025)

Localizing Knowledge in Diffusion Transformers
by: Zarei, Arman, et al.
Published: (2025)

Understanding Information Storage and Transfer in Multi-modal Large Language Models
by: Basu, Samyadeep, et al.
Published: (2024)

RISK: Efficiently processing rich spatial-keyword queries on encrypted geo-textual data
by: Lv, Zhen, et al.
Published: (2026)

Time travel for knowledge graphs: live queries over RDF change histories
by: Massari, Arcangelo, et al.
Published: (2022)

Long-form factuality in large language models
by: Wei, Jerry, et al.
Published: (2024)