Title
CASA: Causality-driven Argument Sufficiency Assessment Xiao Liu Yansong Feng Kai-Wei Chang 35 0 0 10 Jan 2024
LLaMA Pro: Progressive LLaMA with Block Expansion Chengyue Wu Yukang Gan Yixiao Ge Zeyu Lu Jiahao Wang Ye Feng Ying Shan Ping Luo CLL 37 61 0 04 Jan 2024
A Comprehensive Analysis of the Effectiveness of Large Language Models as Automatic Dialogue Evaluators Chen Zhang L. F. D’Haro Yiming Chen Malu Zhang Haizhou Li ELM 21 29 0 24 Dec 2023
Hazards from Increasingly Accessible Fine-Tuning of Downloadable Foundation Models Alan Chan Ben Bucknall Herbie Bradley David M. Krueger 16 6 0 22 Dec 2023
Demystifying Instruction Mixing for Fine-tuning Large Language Models Renxi Wang Haonan Li Minghao Wu Yuxia Wang Xudong Han Chiyu Zhang Timothy Baldwin 39 0 0 17 Dec 2023
One-Shot Learning as Instruction Data Prospector for Large Language Models Yunshui Li Binyuan Hui Xiaobo Xia Jiaxi Yang Min Yang ... Ling-Hao Chen Junhao Liu Tongliang Liu Fei Huang Yongbin Li 38 32 0 16 Dec 2023
diff History for Neural Language Agents Ulyana Piterbarg Lerrel Pinto Rob Fergus 29 3 0 12 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 37 26 0 05 Dec 2023
The Unlocking Spell on Base LLMs: Rethinking Alignment via In-Context Learning Bill Yuchen Lin Abhilasha Ravichander Ximing Lu Nouha Dziri Melanie Sclar Khyathi Raghavi Chandu Chandra Bhagavatula Yejin Choi 22 169 0 04 Dec 2023
CoLLiE: Collaborative Training of Large Language Models in an Efficient Way Kai Lv Shuo Zhang Tianle Gu Shuhao Xing Jiawei Hong ... Tengxiao Liu Yu Sun Penousal Machado Hang Yan Xipeng Qiu 46 7 0 01 Dec 2023
MoDS: Model-oriented Data Selection for Instruction Tuning Qianlong Du Chengqing Zong Jiajun Zhang ALM 28 78 0 27 Nov 2023
LIMIT: Less Is More for Instruction Tuning Across Evaluation Paradigms Aditi Jha Sam Havens Jeremey Dohmann Alex Trott Jacob P. Portes ALM 24 11 0 22 Nov 2023
Data Diversity Matters for Robust Instruction Tuning Alexander Bukharin Tuo Zhao 84 36 0 21 Nov 2023
Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2 Hamish Ivison Yizhong Wang Valentina Pyatkin Nathan Lambert Matthew E. Peters ... Joel Jang David Wadden Noah A. Smith Iz Beltagy Hanna Hajishirzi ALM ELM 32 181 0 17 Nov 2023
FollowEval: A Multi-Dimensional Benchmark for Assessing the Instruction-Following Capability of Large Language Models Yimin Jing Renren Jin Jiahao Hu Huishi Qiu Xiaohua Wang Peng Wang Deyi Xiong LRM ELM 30 1 0 16 Nov 2023
Symbol-LLM: Towards Foundational Symbol-centric Interface For Large Language Models Fangzhi Xu Zhiyong Wu Qiushi Sun Siyu Ren Fei Yuan Shuai Yuan Qika Lin Yu Qiao Jun Liu LLMAG 35 33 0 15 Nov 2023
Towards Verifiable Text Generation with Symbolic References Lucas Torroba Hennigen Zejiang Shen Aniruddha Nrusimha Bernhard Gapp David Sontag Yoon Kim 28 11 0 15 Nov 2023
How Well Do Large Language Models Truly Ground? Hyunji Lee Se June Joo Chaeeun Kim Joel Jang Doyoung Kim Kyoung-Woon On Minjoon Seo HILM 44 6 0 15 Nov 2023
PLUG: Leveraging Pivot Language in Cross-Lingual Instruction Tuning Zhihan Zhang Dong-Ho Lee Yuwei Fang Wenhao Yu Mengzhao Jia Meng Jiang Francesco Barbieri ALM 51 28 0 15 Nov 2023
Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models Keming Lu Hongyi Yuan Runji Lin Junyang Lin Zheng Yuan Chang Zhou Jingren Zhou MoE LRM 48 52 0 15 Nov 2023
Agent Lumos: Unified and Modular Training for Open-Source Language Agents Da Yin Faeze Brahman Abhilasha Ravichander Khyathi Raghavi Chandu Kai-Wei Chang Yejin Choi Bill Yuchen Lin LLMAG 45 36 0 09 Nov 2023
Rethinking Benchmark and Contamination for Language Models with Rephrased Samples Shuo Yang Wei-Lin Chiang Lianmin Zheng Joseph E. Gonzalez Ion Stoica ALM 27 112 0 08 Nov 2023
People Make Better Edits: Measuring the Efficacy of LLM-Generated Counterfactually Augmented Data for Harmful Language Detection Indira Sen Dennis Assenmacher Mattia Samory Isabelle Augenstein Wil M.P. van der Aalst Claudia Wagner 28 19 0 02 Nov 2023
What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning Yifan Du Hangyu Guo Kun Zhou Wayne Xin Zhao Jinpeng Wang Chuyuan Wang Mingchen Cai Ruihua Song Ji-Rong Wen VLM MLLM LRM 78 22 0 02 Nov 2023
Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks Po-Nien Kung Fan Yin Di Wu Kai-Wei Chang Nanyun Peng 77 40 0 01 Nov 2023
Instructive Decoding: Instruction-Tuned Large Language Models are Self-Refiner from Noisy Instructions Taehyeon Kim Joonkee Kim Gihun Lee Se-Young Yun 33 12 0 01 Nov 2023
Making Large Language Models Better Data Creators Dong-Ho Lee Jay Pujara Mohit Sewak Ryen W. White S. Jauhar ALM SyDa 19 23 0 31 Oct 2023
How do Language Models Bind Entities in Context? Jiahai Feng Jacob Steinhardt 27 35 0 26 Oct 2023
OccuQuest: Mitigating Occupational Bias for Inclusive Large Language Models Mingfeng Xue Dayiheng Liu Kexin Yang Guanting Dong Wenqiang Lei Zheng Yuan Chang Zhou Jingren Zhou LLMAG 27 2 0 25 Oct 2023
Instruct and Extract: Instruction Tuning for On-Demand Information Extraction Yizhu Jiao Ming Zhong Sha Li Ruining Zhao Siru Ouyang Heng Ji Jiawei Han 41 25 0 24 Oct 2023
MindLLM: Pre-training Lightweight Large Language Model from Scratch, Evaluations and Domain Applications Yizhe Yang Huashan Sun Jiawei Li Runheng Liu Yinghao Li Yuhang Liu Heyan Huang Yang Gao ALM LRM 16 8 0 24 Oct 2023
Branch-Solve-Merge Improves Large Language Model Evaluation and Generation Swarnadeep Saha Omer Levy Asli Celikyilmaz Mohit Bansal Jason Weston Xian Li MoMe 43 71 0 23 Oct 2023
Analyzing Multilingual Competency of LLMs in Multi-Turn Instruction Following: A Case Study of Arabic Sabri Boughorbel Majd Hawasly 37 8 0 23 Oct 2023
Large Language Models can Share Images, Too! Young-Jun Lee Dokyong Lee Joo Won Sung Jonghwan Hyeon Ho-Jin Choi MLLM 26 2 0 23 Oct 2023
Tuna: Instruction Tuning using Feedback from Large Language Models Haoran Li Yiran Liu Xingxing Zhang Wei Lu Furu Wei ALM 41 3 0 20 Oct 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 32 161 0 19 Oct 2023
GraphGPT: Graph Instruction Tuning for Large Language Models Jiabin Tang Yuhao Yang Wei Wei Lei Shi Lixin Su Suqi Cheng Dawei Yin Chao Huang 39 123 0 19 Oct 2023
Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging Joel Jang Seungone Kim Bill Yuchen Lin Yizhong Wang Jack Hessel Luke Zettlemoyer Hannaneh Hajishirzi Yejin Choi Prithviraj Ammanabrolu MoMe 59 134 0 17 Oct 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 176 656 0 17 Oct 2023
Seeking Neural Nuggets: Knowledge Transfer in Large Language Models from a Parametric Perspective Ming Zhong Chenxin An Weizhu Chen Jiawei Han Pengcheng He 31 9 0 17 Oct 2023
In-context Pretraining: Language Modeling Beyond Document Boundaries Weijia Shi Sewon Min Maria Lomeli Chunting Zhou Margaret Li ... Victoria Lin Noah A. Smith Luke Zettlemoyer Scott Yih Mike Lewis LRM RALM SyDa 34 48 0 16 Oct 2023
Instruction Tuning with Human Curriculum Bruce W. Lee Hyunsoo Cho Kang Min Yoo 50 3 0 14 Oct 2023
Towards the Fundamental Limits of Knowledge Transfer over Finite Domains Qingyue Zhao Banghua Zhu 41 4 0 11 Oct 2023
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining Wei Ping Ming-Yu Liu Lawrence C. McAfee Peng Xu Bo Li M. Shoeybi Bryan Catanzaro RALM 18 47 0 11 Oct 2023
Lemur: Harmonizing Natural Language and Code for Language Agents Yiheng Xu Hongjin Su Chen Xing Boyu Mi Qian Liu ... Siheng Zhao Lingpeng Kong Bailin Wang Caiming Xiong Tao Yu 40 68 0 10 Oct 2023
SALMON: Self-Alignment with Instructable Reward Models Zhiqing Sun Songlin Yang Hongxin Zhang Qinhong Zhou Zhenfang Chen David D. Cox Yiming Yang Chuang Gan ALM SyDa 43 35 0 09 Oct 2023
How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition Guanting Dong Hongyi Yuan Keming Lu Chengpeng Li Mingfeng Xue Dayiheng Liu Wei Wang Zheng Yuan Chang Zhou Jingren Zhou LRM CLL 36 121 0 09 Oct 2023
Establishing Trustworthiness: Rethinking Tasks and Model Evaluation Robert Litschko Max Müller-Eberstein Rob van der Goot Leon Weber Barbara Plank LRM 31 2 0 09 Oct 2023
SteerLM: Attribute Conditioned SFT as an (User-Steerable) Alternative to RLHF Yi Dong Zhilin Wang Makesh Narsimhan Sreedhar Xianchao Wu Oleksii Kuchaiev ALM LLMSV 47 65 0 09 Oct 2023
Resprompt: Residual Connection Prompting Advances Multi-Step Reasoning in Large Language Models Song Jiang Zahra Shakeri Aaron Chan Maziar Sanjabi Hamed Firooz ... Bugra Akyildiz Yizhou Sun Jinchao Li Qifan Wang Asli Celikyilmaz LRM ReLM 26 8 0 07 Oct 2023