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INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models

7 June 2023

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Papers citing "INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models"

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Title
Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge Bases Derian Boer Stephen Roth Stefan Kramer KELM 82 0 0 14 May 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong Xuzhao Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Tianwei Zhang ALM ELM 264 7 0 26 Apr 2025
Cat, Rat, Meow: On the Alignment of Language Model and Human Term-Similarity Judgments Lorenz Linhardt Tom Neuhäuser Lenka Tětková Oliver Eberle ALM AI4TS 70 1 0 10 Apr 2025
MSPLoRA: A Multi-Scale Pyramid Low-Rank Adaptation for Efficient Model Fine-Tuning Jiancheng Zhao Xingda Yu Zhen Yang MoE 98 3 0 27 Mar 2025
FlanEC: Exploring Flan-T5 for Post-ASR Error Correction Moreno La Quatra Valerio Mario Salerno Yu Tsao Sabato Marco Siniscalchi 181 2 0 22 Jan 2025
TabVer: Tabular Fact Verification with Natural Logic Rami Aly Andreas Vlachos LMTD 126 0 0 02 Nov 2024
LoLDU: Low-Rank Adaptation via Lower-Diag-Upper Decomposition for Parameter-Efficient Fine-Tuning Yiming Shi Jiwei Wei Yujia Wu Ran Ran Chengwei Sun Shiyuan He Yang Yang ALM 104 1 0 17 Oct 2024
DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback Zaid Khan Elias Stengel-Eskin Jaemin Cho Joey Tianyi Zhou VGen 188 3 0 08 Oct 2024
TICKing All the Boxes: Generated Checklists Improve LLM Evaluation and Generation Jonathan Cook Tim Rocktaschel Jakob Foerster Dennis Aumiller Alex Wang ALM 111 16 0 04 Oct 2024
Improving Unsupervised Constituency Parsing via Maximizing Semantic Information Junjie Chen Xiangheng He Yusuke Miyao Danushka Bollegala 119 0 0 03 Oct 2024
MMMT-IF: A Challenging Multimodal Multi-Turn Instruction Following Benchmark Elliot L. Epstein Kaisheng Yao Jing Li Xinyi Bai Hamid Palangi LRM 67 2 0 26 Sep 2024
Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question Answering Derian Boer Fabian Koch Stefan Kramer KELM 113 4 0 01 Sep 2024
Beyond Metrics: A Critical Analysis of the Variability in Large Language Model Evaluation Frameworks Marco AF Pimentel Clément Christophe Tathagata Raha Prateek Munjal Praveen K Kanithi Shadab Khan ELM 82 3 0 29 Jul 2024
Look Within, Why LLMs Hallucinate: A Causal Perspective He Li Haoang Chi Mingyu Liu Wenjing Yang LRM 75 6 0 14 Jul 2024
MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs Yusu Qian Hanrong Ye J. Fauconnier Peter Grasch Yinfei Yang Zhe Gan 258 18 0 01 Jul 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 208 44 0 09 Jun 2024
FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models Guangyi Liu Rui Ge Xinyu Zhu Jingyi Chai Yaxin Du Yang Liu Yanfeng Wang Siheng Chen FedML 113 19 0 07 Jun 2024
Binary Hypothesis Testing for Softmax Models and Leverage Score Models Yeqi Gao Yuzhou Gu Zhao Song 81 0 0 09 May 2024
Sample-Efficient Human Evaluation of Large Language Models via Maximum Discrepancy Competition Kehua Feng Keyan Ding Hongzhi Tan Kede Ma Zhihua Wang ... Yuzhou Cheng Ge Sun Guozhou Zheng Qiang Zhang H. Chen 133 13 0 10 Apr 2024
Evaluating Text-to-Visual Generation with Image-to-Text Generation Zhiqiu Lin Deepak Pathak Baiqi Li Jiayao Li Xide Xia Graham Neubig Pengchuan Zhang Deva Ramanan EGVM 161 171 0 01 Apr 2024
Comprehensive Reassessment of Large-Scale Evaluation Outcomes in LLMs: A Multifaceted Statistical Approach Kun Sun Rong Wang Anders Sogaard 52 3 0 22 Mar 2024
Exploring Advanced Methodologies in Security Evaluation for LLMs Junming Huang Jiawei Zhang Qi Wang Weihong Han Yanchun Zhang 104 0 0 28 Feb 2024
OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning Rui Ye Wenhao Wang Jingyi Chai Dihan Li Zexi Li Yinda Xu Yaxin Du Yanfeng Wang Siheng Chen ALM FedML AIFin 106 98 0 10 Feb 2024
TinyLlama: An Open-Source Small Language Model Peiyuan Zhang Guangtao Zeng Tianduo Wang Wei Lu ALM LRM 235 409 0 04 Jan 2024
Fine-Tuning or Retrieval? Comparing Knowledge Injection in LLMs O. Ovadia Menachem Brief Moshik Mishaeli Oren Elisha RALM 116 153 0 10 Dec 2023
Instruction-tuning Aligns LLMs to the Human Brain Khai Loong Aw Syrielle Montariol Badr AlKhamissi Martin Schrimpf Antoine Bosselut 154 22 0 01 Dec 2023
Data Diversity Matters for Robust Instruction Tuning Alexander Bukharin Tuo Zhao 178 44 0 21 Nov 2023
Instructive Decoding: Instruction-Tuned Large Language Models are Self-Refiner from Noisy Instructions Taehyeon Kim Joonkee Kim Gihun Lee Se-Young Yun 105 14 0 01 Nov 2023
AlpaCare:Instruction-tuned Large Language Models for Medical Application Xinlu Zhang Chenxin Tian Xianjun Yang Lichang Chen Zekun Li Linda R. Petzold LM&MA 120 65 0 23 Oct 2023
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models Seungone Kim Jamin Shin Yejin Cho Joel Jang Shayne Longpre ... Sangdoo Yun Seongjin Shin Sungdong Kim James Thorne Minjoon Seo ALM LM&MA ELM 115 240 0 12 Oct 2023
Compresso: Structured Pruning with Collaborative Prompting Learns Compact Large Language Models Song Guo Jiahang Xu Li Zhang Mao Yang 87 15 0 08 Oct 2023
GPT-Fathom: Benchmarking Large Language Models to Decipher the Evolutionary Path towards GPT-4 and Beyond Timothée Darcet Yuyu Zhang Yijie Zhu Chenguang Xi Pengyang Gao Piotr Bojanowski Kevin Chen-Chuan Chang ELM 68 24 0 28 Sep 2023
ModuLoRA: Finetuning 2-Bit LLMs on Consumer GPUs by Integrating with Modular Quantizers Junjie Yin Jiahao Dong Yingheng Wang Christopher De Sa Volodymyr Kuleshov MQ 68 6 0 28 Sep 2023
LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset Lianmin Zheng Wei-Lin Chiang Ying Sheng Tianle Li Siyuan Zhuang ... Zi Lin Eric P. Xing Joseph E. Gonzalez Ion Stoica Haotong Zhang 133 221 0 21 Sep 2023
Can Large Language Models Understand Real-World Complex Instructions? Qi He Jie Zeng Wenhao Huang Lina Chen Jin Xiao ... Shisong Chen Yikai Zhang Zhouhong Gu Jiaqing Liang Yanghua Xiao ALM LRM ELM 155 59 0 17 Sep 2023
A Fast Optimization View: Reformulating Single Layer Attention in LLM Based on Tensor and SVM Trick, and Solving It in Matrix Multiplication Time Yeqi Gao Zhao Song Weixin Wang Junze Yin 114 29 0 14 Sep 2023
The Poison of Alignment Aibek Bekbayev Sungbae Chun Yerzat Dulat James Yamazaki 44 9 0 25 Aug 2023
Efficient Benchmarking of Language Models Yotam Perlitz Elron Bandel Ariel Gera Ofir Arviv L. Ein-Dor Eyal Shnarch Noam Slonim Michal Shmueli-Scheuer Leshem Choshen ALM 118 28 0 22 Aug 2023
Dataset Quantization Daquan Zhou Kaixin Wang Jianyang Gu Xiang Peng Dongze Lian Yifan Zhang Yang You Jiashi Feng DD 94 41 0 21 Aug 2023
Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation Zhiqiang Yuan Junwei Liu Qiancheng Zi Wentai Deng Xin Peng Xin Peng ALM ELM LRM 98 83 0 02 Aug 2023
FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets Seonghyeon Ye Doyoung Kim Sungdong Kim Hyeonbin Hwang Seungone Kim Yongrae Jo James Thorne Juho Kim Minjoon Seo ALM 146 108 0 20 Jul 2023
Instruction-following Evaluation through Verbalizer Manipulation Shiyang Li Jun Yan Hai Wang Zheng Tang Xiang Ren Vijay Srinivasan Hongxia Jin 114 27 0 20 Jul 2023
DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI Jianguo Zhang Kun Qian Zhiwei Liu Shelby Heinecke Rui Meng Ye Liu Zhou Yu Huan Wang Silvio Savarese Caiming Xiong 123 22 0 19 Jul 2023
AlpaGasus: Training A Better Alpaca with Fewer Data Lichang Chen Shiyang Li Jun Yan Hai Wang Kalpa Gunaratna ... Zheng Tang Vijay Srinivasan Dinesh Manocha Heng-Chiao Huang Hongxia Jin ALM 139 0 0 17 Jul 2023
Effective Prompt Extraction from Language Models Yiming Zhang Nicholas Carlini Daphne Ippolito MIACV SILM 113 43 0 13 Jul 2023
A Survey on Evaluation of Large Language Models Yu-Chu Chang Xu Wang Jindong Wang Yuanyi Wu Linyi Yang ... Yue Zhang Yi-Ju Chang Philip S. Yu Qian Yang Xingxu Xie ELM LM&MA ALM 241 1,773 0 06 Jul 2023
Flacuna: Unleashing the Problem Solving Power of Vicuna using FLAN Fine-Tuning Deepanway Ghosal Yew Ken Chia Navonil Majumder Soujanya Poria ALM LRM 63 19 0 05 Jul 2023
Latency Adjustable Transformer Encoder for Language Understanding Sajjad Kachuee M. Sharifkhani 113 0 0 10 Jan 2022