Retrieval-Augmented Generation for Service Discovery: Chunking Strategies and Benchmarking

25 May 2025

Papers citing "Retrieval-Augmented Generation for Service Discovery: Chunking Strategies and Benchmarking"

22 / 22 papers shown

Title
Advanced System Integration: Analyzing OpenAPI Chunking for Retrieval-Augmented Generation Robin D. Pesl Jerin G. Mathew Massimo Mecella Marco Aiello 97 2 0 29 Nov 2024
NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models Chankyu Lee Rajarshi Roy Mengyao Xu Jonathan Raiman Mohammad Shoeybi Bryan Catanzaro Ming-Yu Liu RALM 266 202 0 27 May 2024
Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents Zhengliang Shi Shen Gao Xiuyi Chen Yue Feng Lingyong Yan Haibo Shi Dawei Yin Zhumin Chen Suzan Verberne LLMAG 82 6 0 26 May 2024
The Power of Noise: Redefining Retrieval for RAG Systems Florin Cuconasu Giovanni Trappolini F. Siciliano Simone Filice Cesare Campagnano Y. Maarek Nicola Tonellotto Fabrizio Silvestri RALM 111 180 0 26 Jan 2024
The Faiss library Matthijs Douze Alexandr Guzhva Chengqi Deng Jeff Johnson Gergely Szilvasy Pierre-Emmanuel Mazaré Maria Lomeli Lucas Hosseini Hervé Jégou 193 182 0 16 Jan 2024
CRAFT: Customizing LLMs by Creating and Retrieving from Specialized Toolsets Lifan Yuan Yangyi Chen Xingyao Wang Yi R. Fung Hao Peng Heng Ji LLMAG KELM 105 68 0 29 Sep 2023
ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs Yujia Qin Shi Liang Yining Ye Kunlun Zhu Lan Yan ... Jie Zhou Mark B. Gerstein Dahai Li Zhiyuan Liu Maosong Sun CLL ALM LLMAG ELM LM&MA 185 707 0 31 Jul 2023
Gorilla: Large Language Model Connected with Massive APIs Shishir G. Patil Tianjun Zhang Xin Wang Joseph E. Gonzalez ELM CLL ALM SyDa 90 566 0 24 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 161 2,025 0 17 May 2023
API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs Minghao Li Yingxiu Zhao Yu Bowen Feifan Song Hangyu Li Haiyang Yu Zhoujun Li Fei Huang Yongbin Li ELM RALM CLL 111 168 0 14 Apr 2023
TaskMatrix.AI: Completing Tasks by Connecting Foundation Models with Millions of APIs Yaobo Liang Chenfei Wu Ting Song Wenshan Wu Yan Xia ... Shaoguang Mao Yuntao Wang Linjun Shou Ming Gong Nan Duan LLMAG CLL 79 205 0 29 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,748 0 15 Mar 2023
Augmented Language Models: a Survey Grégoire Mialon Roberto Dessì Maria Lomeli Christoforos Nalmpantis Ramakanth Pasunuru ... Jane Dwivedi-Yu Asli Celikyilmaz Edouard Grave Yann LeCun Thomas Scialom LRM KELM 88 391 0 15 Feb 2023
PAL: Program-aided Language Models Luyu Gao Aman Madaan Shuyan Zhou Uri Alon Pengfei Liu Yiming Yang Jamie Callan Graham Neubig ReLM LRM 104 457 0 18 Nov 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 436 2,955 0 06 Oct 2022
TALM: Tool Augmented Language Models Aaron T Parisi Yao-Min Zhao Noah Fiedel KELM RALM LLMAG 91 148 0 24 May 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 845 9,683 0 28 Jan 2022
WebGPT: Browser-assisted question-answering with human feedback Reiichiro Nakano Jacob Hilton S. Balaji Jeff Wu Ouyang Long ... Gretchen Krueger Kevin Button Matthew Knight B. Chess John Schulman ALM RALM 196 1,288 0 17 Dec 2021
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 348 4,596 0 27 Oct 2021
Document Expansion by Query Prediction Rodrigo Nogueira Wei Yang Jimmy J. Lin Kyunghyun Cho 122 417 0 17 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 787 132,454 0 12 Jun 2017