Prompt Compression and Contrastive Conditioning for Controllability and Toxicity Reduction in Language Models

6 October 2022

Papers citing "Prompt Compression and Contrastive Conditioning for Controllability and Toxicity Reduction in Language Models"

9 / 9 papers shown

Title
PIS: Linking Importance Sampling and Attention Mechanisms for Efficient Prompt Compression Lizhe Chen Binjia Zhou Yuyao Ge Jiayi Chen Shiguang NI 41 0 0 23 Apr 2025
From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap Gopi Krishnan Rajbahadur G. Oliva Dayi Lin Ahmed E. Hassan 39 0 0 28 Jan 2025
Better Prompt Compression Without Multi-Layer Perceptrons Edouardo Honig Andrew Lizarraga Zijun Zhang Ying Nian Wu MQ 57 0 0 12 Jan 2025
Style-Compress: An LLM-Based Prompt Compression Framework Considering Task-Specific Styles Xiao Pu Tianxing He Xiaojun Wan VLM 25 3 0 17 Oct 2024
KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark of Long Context Capable Approaches Jiayi Yuan Hongyi Liu Shaochen Zhong Yu-Neng Chuang ... Hongye Jin V. Chaudhary Zhaozhuo Xu Zirui Liu Xia Hu 34 17 0 01 Jul 2024
DeciMamba: Exploring the Length Extrapolation Potential of Mamba Assaf Ben-Kish Itamar Zimerman Shady Abu Hussein Nadav Cohen Amir Globerson Lior Wolf Raja Giryes Mamba 64 12 0 20 Jun 2024
LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models Huiqiang Jiang Qianhui Wu Chin-Yew Lin Yuqing Yang Lili Qiu 8 99 0 09 Oct 2023
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 0 18 Apr 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 245 1,977 0 31 Dec 2020