Interactive Multi-fidelity Learning for Cost-effective Adaptation of
Language Model with Sparse Human Supervision

Interactive Multi-fidelity Learning for Cost-effective Adaptation of Language Model with Sparse Human Supervision

31 October 2023

Kumar Sricharan

Papers citing "Interactive Multi-fidelity Learning for Cost-effective Adaptation of Language Model with Sparse Human Supervision"

12 / 12 papers shown

Title
Collaborative Evolution: Multi-Round Learning Between Large and Small Language Models for Emergent Fake News Detection Ziyi Zhou Xiaoming Zhang Shenghan Tan Litian Zhang Chaozhuo Li 41 0 0 27 Mar 2025
From Selection to Generation: A Survey of LLM-based Active Learning Yu Xia Subhojyoti Mukherjee Zhouhang Xie Junda Wu Xintong Li ... Namyong Park T. Nguyen Jiebo Luo Ryan Rossi Julian McAuley 48 0 0 17 Feb 2025
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 198 283 0 03 May 2023
Evaluation of GPT-3.5 and GPT-4 for supporting real-world information needs in healthcare delivery Debadutta Dash Rahul Thapa Juan M. Banda Akshay Swaminathan Morgan Cheatham ... Garret K. Morris H. Magon M. Lungren Eric Horvitz N. Shah ELM LM&MA AI4MH 68 49 0 26 Apr 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Xia Hu LM&MA 123 593 0 26 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 197 2,232 0 22 Mar 2023
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark J. F. Gales HILM LRM 145 386 0 15 Mar 2023
Batch Multi-Fidelity Active Learning with Budget Constraints Shibo Li J. M. Phillips Xin Yu Robert M. Kirby Shandian Zhe 67 15 0 23 Oct 2022
Cold-Start Data Selection for Few-shot Language Model Fine-tuning: A Prompt-Based Uncertainty Propagation Approach Yue Yu Rongzhi Zhang Ran Xu Jieyu Zhang Jiaming Shen Chao Zhang 31 21 0 15 Sep 2022
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,296 0 17 Jan 2021
Cold-start Active Learning through Self-supervised Language Modeling Michelle Yuan Hsuan-Tien Lin Jordan L. Boyd-Graber 104 180 0 19 Oct 2020
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 196 791 0 13 Sep 2019