A Comprehensive Survey of Accelerated Generation Techniques in Large
Language Models

A Comprehensive Survey of Accelerated Generation Techniques in Large Language Models

15 May 2024

Mahsa Khoshnoodi

Vinija Jain

Malavika Srikanth

Papers citing "A Comprehensive Survey of Accelerated Generation Techniques in Large Language Models"

16 / 16 papers shown

Title
TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding Hanshi Sun Zhuoming Chen Xinyu Yang Yuandong Tian Beidi Chen 67 55 0 18 Apr 2024
Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads Tianle Cai Yuhong Li Zhengyang Geng Hongwu Peng Jason D. Lee De-huai Chen Tri Dao 85 275 0 19 Jan 2024
Lookahead: An Inference Acceleration Framework for Large Language Model with Lossless Generation Accuracy Yao-Min Zhao Zhitian Xie Chen Liang Chenyi Zhuang Jinjie Gu 79 12 0 20 Dec 2023
Accelerating LLM Inference with Staged Speculative Decoding Benjamin Spector Christal Re 29 103 0 08 Aug 2023
Predictive Pipelined Decoding: A Compute-Latency Trade-off for Exact LLM Decoding Seongjun Yang Gibbeum Lee Jaewoong Cho Dimitris Papailiopoulos Kangwook Lee 41 34 0 12 Jul 2023
SkipDecode: Autoregressive Skip Decoding with Batching and Caching for Efficient LLM Inference Luciano Del Corro Allison Del Giorno Sahaj Agarwal Ting Yu Ahmed Hassan Awadallah Subhabrata Mukherjee 55 57 0 05 Jul 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 212 4,085 0 09 Jun 2023
Fast Inference from Transformers via Speculative Decoding Yaniv Leviathan Matan Kalman Yossi Matias LRM 61 663 0 30 Nov 2022
A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation Tianxiang Sun Xiangyang Liu Wei-wei Zhu Zhichao Geng Lingling Wu Yilong He Yuan Ni Guotong Xie Xuanjing Huang Xipeng Qiu 56 41 0 03 Mar 2022
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 115 607 0 15 Jul 2021
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 474 2,051 0 28 Jul 2020
FastBERT: a Self-distilling BERT with Adaptive Inference Time Weijie Liu Peng Zhou Zhe Zhao Zhiruo Wang Haotang Deng Qi Ju 70 356 0 05 Apr 2020
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 98 7,386 0 02 Oct 2019
TinyBERT: Distilling BERT for Natural Language Understanding Xiaoqi Jiao Yichun Yin Lifeng Shang Xin Jiang Xiao Chen Linlin Li F. Wang Qun Liu VLM 44 1,838 0 23 Sep 2019
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism Mohammad Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 281 1,861 0 17 Sep 2019
Fast Decoding in Sequence Models using Discrete Latent Variables Łukasz Kaiser Aurko Roy Ashish Vaswani Niki Parmar Samy Bengio Jakob Uszkoreit Noam M. Shazeer 35 231 0 09 Mar 2018