From Complex to Simple: Enhancing Multi-Constraint Complex Instruction
Following Ability of Large Language Models

From Complex to Simple: Enhancing Multi-Constraint Complex Instruction Following Ability of Large Language Models

24 April 2024

Yanghua Xiao

Papers citing "From Complex to Simple: Enhancing Multi-Constraint Complex Instruction Following Ability of Large Language Models"

16 / 16 papers shown

Title
RECAST: Strengthening LLMs' Complex Instruction Following with Constraint-Verifiable Data Wenhao Liu Zhengkang Guo Mingchen Xie Jingwen Xu Zisu Huang ... Changze Lv He-Da Wang Hu Yao Xiaoqing Zheng Xuanjing Huang 85 0 0 25 May 2025
Training with Pseudo-Code for Instruction Following Praveen Venkateswaran Rudra Murthy Riyaz Ahmad Bhat Danish Contractor ALM LRM 47 0 0 23 May 2025
When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs Xiaomin Li Zhou Yu Zhiwei Zhang Xupeng Chen Ziji Zhang Yingying Zhuang Narayanan Sadagopan Anurag Beniwal LRM 59 1 0 16 May 2025
Do LLMs "know" internally when they follow instructions? Juyeon Heo Christina Heinze-Deml Oussama Elachqar Shirley Ren Udhay Nallasamy Andy Miller Kwan Ho Ryan Chan Jaya Narain 79 8 0 18 Oct 2024
Do LLMs estimate uncertainty well in instruction-following? Juyeon Heo Miao Xiong Christina Heinze-Deml Jaya Narain ELM 83 3 0 18 Oct 2024
Benchmarking Large Language Models on Controllable Generation under Diversified Instructions Yihan Chen Benfeng Xu Quan Wang Yi Liu Zhendong Mao ALM ELM 61 28 0 01 Jan 2024
Policy Optimization in RLHF: The Impact of Out-of-preference Data Ziniu Li Tian Xu Yang Yu 73 30 0 17 Dec 2023
Orca 2: Teaching Small Language Models How to Reason Arindam Mitra Luciano Del Corro Shweti Mahajan Andres Codas Clarisse Simoes ... Hamid Palangi Guoqing Zheng Corby Rosset Hamed Khanpour Ahmed Hassan Awadallah ReLM LRM 38 137 0 18 Nov 2023
AgentTuning: Enabling Generalized Agent Abilities for LLMs Aohan Zeng Mingdao Liu Rui Lu Bowen Wang Xiao Liu Yuxiao Dong Jie Tang LM&MA ALM LLMAG 57 172 0 19 Oct 2023
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 163 1,756 0 28 Sep 2023
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct Haipeng Luo Qingfeng Sun Can Xu Pu Zhao Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang LRM OSLM 155 439 0 18 Aug 2023
WizardCoder: Empowering Code Large Language Models with Evol-Instruct Ziyang Luo Can Xu Pu Zhao Qingfeng Sun Xiubo Geng Wenxiang Hu Chongyang Tao Jing Ma Qingwei Lin Daxin Jiang ELM SyDa ALM 68 665 0 14 Jun 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 257 4,186 0 09 Jun 2023
Controllable Text Generation with Language Constraints Howard Chen Huihan Li Danqi Chen Karthik Narasimhan 40 16 0 20 Dec 2022
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 270 10,099 0 17 Jun 2021
GLM: General Language Model Pretraining with Autoregressive Blank Infilling Zhengxiao Du Yujie Qian Xiao Liu Ming Ding J. Qiu Zhilin Yang Jie Tang BDL AI4CE 96 1,520 0 18 Mar 2021