The False Promise of Imitating Proprietary LLMs

25 May 2023

Pieter Abbeel

Papers citing "The False Promise of Imitating Proprietary LLMs"

31 / 31 papers shown

Title
LLAMAPIE: Proactive In-Ear Conversation Assistants Tuochao Chen Nicholas Batchelder Alisa Liu Noah A. Smith Shyamnath Gollakota 25 0 0 07 May 2025
StyleRec: A Benchmark Dataset for Prompt Recovery in Writing Style Transformation Shenyang Liu Yang Gao Shaoyan Zhai Liqiang Wang 22 0 0 06 Apr 2025
ABC: Achieving Better Control of Multimodal Embeddings using VLMs Benjamin Schneider Florian Kerschbaum Wenhu Chen 33 0 0 01 Mar 2025
Self-Memory Alignment: Mitigating Factual Hallucinations with Generalized Improvement Siyuan Zhang Y. Zhang Yinpeng Dong Hang Su HILM KELM 72 0 0 26 Feb 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Erik Cambria LM&MA AILaw 65 148 0 28 Jan 2025
Understanding Layer Significance in LLM Alignment Guangyuan Shi Zexin Lu Xiaoyu Dong Wenlong Zhang Xuanyu Zhang Yujie Feng Xiao-Ming Wu 30 2 0 23 Oct 2024
Enhancing Logical Reasoning in Large Language Models through Graph-based Synthetic Data Jiaming Zhou Abbas Ghaddar Ge Zhang Liheng Ma Yaochen Hu Soumyasundar Pal Mark J. Coates Bin Wang Yingxue Zhang Jianye Hao ReLM LRM 17 4 0 19 Sep 2024
AlpaPICO: Extraction of PICO Frames from Clinical Trial Documents Using LLMs Madhusudan Ghosh Shrimon Mukherjee Asmit Ganguly Partha Basuchowdhuri S. Naskar Debasis Ganguly 21 7 0 15 Sep 2024
Neurosymbolic AI for Enhancing Instructability in Generative AI Amit P. Sheth Vishal Pallagani Kaushik Roy LLMAG 16 2 0 26 Jul 2024
How Far Can In-Context Alignment Go? Exploring the State of In-Context Alignment Heyan Huang Yinghao Li Huashan Sun Yu Bai Yang Gao 27 3 0 17 Jun 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 78 28 0 09 Jun 2024
Is In-Context Learning Sufficient for Instruction Following in LLMs? Hao Zhao Maksym Andriushchenko Francesco Croce Nicolas Flammarion 47 12 0 30 May 2024
CHARP: Conversation History AwaReness Probing for Knowledge-grounded Dialogue Systems Abbas Ghaddar David Alfonso-Hermelo Philippe Langlais Mehdi Rezagholizadeh Boxing Chen Prasanna Parthasarathi 16 0 0 24 May 2024
MBIAS: Mitigating Bias in Large Language Models While Retaining Context Shaina Raza Ananya Raval Veronica Chatrath 18 6 0 18 May 2024
Navigating LLM Ethics: Advancements, Challenges, and Future Directions Junfeng Jiao S. Afroogh Yiming Xu Connor Phillips AILaw 50 19 0 14 May 2024
Alpaca against Vicuna: Using LLMs to Uncover Memorization of LLMs Aly M. Kassem Omar Mahmoud Niloofar Mireshghallah Hyunwoo J. Kim Yulia Tsvetkov Yejin Choi Sherif Saad Santu Rana 38 18 0 05 Mar 2024
TinyGSM: achieving >80% on GSM8k with small language models Bingbin Liu Sébastien Bubeck Ronen Eldan Janardhan Kulkarni Yuanzhi Li Anh Nguyen Rachel A. Ward Yi Zhang ALM 11 47 0 14 Dec 2023
AI capabilities can be significantly improved without expensive retraining Tom Davidson Jean-Stanislas Denain Pablo Villalobos Guillem Bas OffRL VLM 6 26 0 12 Dec 2023
Towards Understanding Sycophancy in Language Models Mrinank Sharma Meg Tong Tomasz Korbak D. Duvenaud Amanda Askell ... Oliver Rausch Nicholas Schiefer Da Yan Miranda Zhang Ethan Perez 207 178 0 20 Oct 2023
An Emulator for Fine-Tuning Large Language Models using Small Language Models Eric Mitchell Rafael Rafailov Archit Sharma Chelsea Finn Christopher D. Manning ALM 14 51 0 19 Oct 2023
FLM-101B: An Open LLM and How to Train It with $100K Budget$ Xiang Li Yiqun Yao Xin Jiang Xuezhi Fang Xuying Meng ... LI DU Bowen Qin Zheng-Wei Zhang Aixin Sun Yequan Wang 35 21 0 07 Sep 2023
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition Wenxuan Zhou Sheng Zhang Yu Gu Muhao Chen Hoifung Poon 9 59 0 07 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 27 10,890 0 18 Jul 2023
Estimating Large Language Model Capabilities without Labeled Test Data Harvey Yiyun Fu Qinyuan Ye Albert Xu Xiang Ren Robin Jia 6 8 0 24 May 2023
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
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 198 883 0 27 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 154 576 0 06 Apr 2023
On the Difficulty of Defending Self-Supervised Learning against Model Extraction Adam Dziedzic Nikita Dhawan Muhammad Ahmad Kaleem Jonas Guan Nicolas Papernot MIACV 46 22 0 16 May 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 380 4,010 0 28 Jan 2022
Increasing the Cost of Model Extraction with Calibrated Proof of Work Adam Dziedzic Muhammad Ahmad Kaleem Y. Lu Nicolas Papernot FedML MIACV AAML MLAU 55 27 0 23 Jan 2022
Dataset Inference: Ownership Resolution in Machine Learning Pratyush Maini Mohammad Yaghini Nicolas Papernot FedML 61 100 0 21 Apr 2021