When to Retrieve: Teaching LLMs to Utilize Information Retrieval Effectively

30 April 2024

Papers citing "When to Retrieve: Teaching LLMs to Utilize Information Retrieval Effectively"

12 / 12 papers shown

Title
Agent-Enhanced Large Language Models for Researching Political Institutions Joseph R. Loffredo Suyeol Yun LLMAG 77 0 0 14 Mar 2025
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix Factorization Ryan Barron Maksim E. Eren Olga M. Serafimova Cynthia Matuszek Boian S. Alexandrov AILaw 78 0 0 27 Feb 2025
Quantifying Memorization and Retriever Performance in Retrieval-Augmented Vision-Language Models Peter Carragher Abhinand Jha R Raghav Kathleen M. Carley RALM 75 0 0 20 Feb 2025
SegSub: Evaluating Robustness to Knowledge Conflicts and Hallucinations in Vision-Language Models Peter Carragher Nikitha Rao Abhinand Jha R Raghav Kathleen M. Carley VLM 56 0 0 19 Feb 2025
Let your LLM generate a few tokens and you will reduce the need for retrieval Hervé Déjean 83 0 0 16 Dec 2024
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models Duy Khoa Pham Bao Quoc Vo LM&MA HILM 31 4 0 25 Aug 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 56 7 0 17 Jul 2024
To Generate or to Retrieve? On the Effectiveness of Artificial Contexts for Medical Open-Domain Question Answering Giacomo Frisoni Alessio Cocchieri Alex Presepi Gianluca Moro Zaiqiao Meng RALM MedIm 49 15 0 04 Mar 2024
Two-Step Question Retrieval for Open-Domain QA Yeon Seonwoo Juhee Son Jiho Jin Sang-Woo Lee Ji-Hoon Kim Jung-Woo Ha Alice H. Oh RALM LRM 32 5 0 19 May 2022
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 231 971 0 17 Apr 2021
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering Fengbin Zhu Wenqiang Lei Chao Wang Jianming Zheng Soujanya Poria Tat-Seng Chua RALM 213 252 0 04 Jan 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 246 4,489 0 23 Jan 2020