Title
Automated Business Process Analysis: An LLM-Based Approach to Value Assessment William De Michele Abel Armas Cervantes Lea Frermann 39 1 0 09 Apr 2025
C3AI: Crafting and Evaluating Constitutions for Constitutional AI Yara Kyrychenko Ke Zhou Edyta Bogucka Daniele Quercia ELM 67 4 0 21 Feb 2025
UltraIF: Advancing Instruction Following from the Wild Kaikai An Li Sheng Ganqu Cui Shuzheng Si Ning Ding Yu Cheng Baobao Chang 60 2 0 06 Feb 2025
SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models Jiale Cheng Xiao-Chang Liu C. Wang Xiaotao Gu Yaojie Lu Dan Zhang Yuxiao Dong J. Tang Hongning Wang Minlie Huang LRM 140 4 0 16 Dec 2024
Star-Agents: Automatic Data Optimization with LLM Agents for Instruction Tuning Hang Zhou Yehui Tang Haochen Qin Yujie Yang Renren Jin Deyi Xiong Kai Han Yunhe Wang 94 3 0 21 Nov 2024
Constraint Back-translation Improves Complex Instruction Following of Large Language Models Yunjia Qi Hao Peng Xinyu Wang Bin Xu Lei Hou Juanzi Li 72 3 0 31 Oct 2024
LLM Self-Correction with DeCRIM: Decompose, Critique, and Refine for Enhanced Following of Instructions with Multiple Constraints Thomas Palmeira Ferraz Kartik Mehta Yu-Hsiang Lin Haw-Shiuan Chang Shereen Oraby Sijia Liu Vivek Subramanian Tagyoung Chung Mohit Bansal Nanyun Peng 69 10 0 09 Oct 2024
HybridFlow: A Flexible and Efficient RLHF Framework Guangming Sheng Chi Zhang Zilingfeng Ye Xibin Wu Wang Zhang Ru Zhang Size Zheng Haibin Lin Chuan Wu AI4CE 81 171 0 28 Sep 2024
Tell Me What You Don't Know: Enhancing Refusal Capabilities of Role-Playing Agents via Representation Space Analysis and Editing Wenhao Liu Siyu An Junru Lu Muling Wu Changze Lv Xiaohua Wang Xiaoqing Zheng Di Yin Xing Sun Xuanjing Huang 45 1 0 25 Sep 2024
RNR: Teaching Large Language Models to Follow Roles and Rules Kuan-Chieh Wang Alexander Bukharin Haoming Jiang Qingyu Yin Zhengyang Wang ... Chao Zhang Bing Yin Xian Li Jianshu Chen Shiyang Li ALM 50 2 0 10 Sep 2024
I-SHEEP: Self-Alignment of LLM from Scratch through an Iterative Self-Enhancement Paradigm Yiming Liang Ge Zhang Xingwei Qu Tianyu Zheng Jiawei Guo ... Jiaheng Liu Chenghua Lin Lei Ma Wenhao Huang Jiajun Zhang ALM 61 9 0 15 Aug 2024
Benchmarking Complex Instruction-Following with Multiple Constraints Composition Bosi Wen Pei Ke Xiaotao Gu Lindong Wu Hao Huang ... Jiaxin Xu Yiming Liu Jie Tang Hongning Wang Minlie Huang CoGe 70 39 0 04 Jul 2024
Suri: Multi-constraint Instruction Following for Long-form Text Generation Chau Minh Pham Simeng Sun Mohit Iyyer ALM LRM 69 20 0 27 Jun 2024
Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models Guanting Dong Keming Lu Chengpeng Li Tingyu Xia Bowen Yu Chang Zhou Jingren Zhou SyDa ALM LRM 66 19 0 19 Jun 2024
MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark Yubo Wang Xueguang Ma Ge Zhang Yuansheng Ni Abhranil Chandra ... Kai Wang Alex Zhuang Rongqi Fan Xiang Yue Wenhu Chen LRM ELM 73 376 0 03 Jun 2024
Inverse Constitutional AI: Compressing Preferences into Principles Arduin Findeis Timo Kaufmann Eyke Hüllermeier Samuel Albanie Robert Mullins SyDa 73 12 0 02 Jun 2024
A Survey on Large Language Models for Code Generation Juyong Jiang Fan Wang Jiasi Shen Sungju Kim Sunghun Kim 92 176 0 01 Jun 2024
From Complex to Simple: Enhancing Multi-Constraint Complex Instruction Following Ability of Large Language Models Qi He Jie Zeng Qianxi He Jiaqing Liang Yanghua Xiao 69 15 0 24 Apr 2024
The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions Eric Wallace Kai Y. Xiao R. Leike Lilian Weng Johannes Heidecke Alex Beutel SILM 70 133 0 19 Apr 2024
Conifer: Improving Complex Constrained Instruction-Following Ability of Large Language Models Haoran Sun Lixin Liu Junjie Li Fengyu Wang Baohua Dong Ran Lin Ruohui Huang 53 19 0 03 Apr 2024
LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models Yaowei Zheng Richong Zhang Junhao Zhang Yanhan Ye Zheyan Luo Zhangchi Feng Yongqiang Ma 99 479 0 20 Mar 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 77 953 0 05 Feb 2024
Large Language Models for Mathematical Reasoning: Progresses and Challenges Janice Ahn Rishu Verma Renze Lou Di Liu Rui Zhang Wenpeng Yin LRM 62 130 0 31 Jan 2024
InFoBench: Evaluating Instruction Following Ability in Large Language Models Yiwei Qin Kaiqiang Song Yebowen Hu Wenlin Yao Sangwoo Cho Xiaoyang Wang Xuansheng Wu Fei Liu Pengfei Liu Dong Yu ELM 46 45 0 07 Jan 2024
What Makes Good Data for Alignment? A Comprehensive Study of Automatic Data Selection in Instruction Tuning Wei Liu Weihao Zeng Keqing He Yong Jiang Junxian He ALM 66 231 0 25 Dec 2023
MUFFIN: Curating Multi-Faceted Instructions for Improving Instruction-Following Renze Lou Kai Zhang Jian Xie Yuxuan Sun Janice Ahn Hanzi Xu Yu Su Wenpeng Yin 55 29 0 05 Dec 2023
GPQA: A Graduate-Level Google-Proof Q&A Benchmark David Rein Betty Li Hou Asa Cooper Stickland Jackson Petty Richard Yuanzhe Pang Julien Dirani Julian Michael Samuel R. Bowman AI4MH ELM 66 627 0 20 Nov 2023
Instruction-Following Evaluation for Large Language Models Jeffrey Zhou Tianjian Lu Swaroop Mishra Siddhartha Brahma Sujoy Basu Yi Luan Denny Zhou Le Hou ELM ALM LRM 29 262 0 14 Nov 2023
FollowBench: A Multi-level Fine-grained Constraints Following Benchmark for Large Language Models Yuxin Jiang Yufei Wang Xingshan Zeng Wanjun Zhong Liangyou Li Fei Mi Lifeng Shang Xin Jiang Qun Liu Wei Wang ALM 47 29 0 31 Oct 2023
MuSR: Testing the Limits of Chain-of-thought with Multistep Soft Reasoning Zayne Sprague Xi Ye Kaj Bostrom Swarat Chaudhuri Greg Durrett LRM 31 68 0 24 Oct 2023
Specific versus General Principles for Constitutional AI Sandipan Kundu Yuntao Bai Saurav Kadavath Amanda Askell Andrew Callahan ... Zac Hatfield-Dodds Sören Mindermann Nicholas Joseph Sam McCandlish Jared Kaplan AILaw 68 28 0 20 Oct 2023
A Confederacy of Models: a Comprehensive Evaluation of LLMs on Creative Writing Carlos Gómez-Rodríguez Paul Williams 49 79 0 12 Oct 2023
Large Language Models can accomplish Business Process Management Tasks Michael Grohs Luka Abb Nourhan Elsayed Jana-Rebecca Rehse 44 37 0 19 Jul 2023
A Short Survey of Viewing Large Language Models in Legal Aspect Zhongxiang Sun AILaw ELM 70 68 0 16 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 644 13,788 0 15 Mar 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 79 2,166 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 92 606 0 20 Dec 2022
Constitutional AI: Harmlessness from AI Feedback Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell John Kernion ... Dario Amodei Nicholas Joseph Sam McCandlish Tom B. Brown Jared Kaplan SyDa MoMe 152 1,583 0 15 Dec 2022
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them Mirac Suzgun Nathan Scales Nathanael Scharli Sebastian Gehrmann Yi Tay ... Aakanksha Chowdhery Quoc V. Le Ed H. Chi Denny Zhou Jason W. Wei ALM ELM LRM ReLM 157 1,068 0 17 Oct 2022