Title
Exchange-of-Thought: Enhancing Large Language Model Capabilities through Cross-Model Communication Zhangyue Yin Qiushi Sun Cheng Chang Qipeng Guo Junqi Dai Xuanjing Huang Xipeng Qiu LRM 48 46 0 04 Dec 2023
CLAMP: Contrastive LAnguage Model Prompt-tuning Piotr Teterwak Ximeng Sun Bryan A. Plummer Kate Saenko Ser-Nam Lim MLLM VLM 17 1 0 04 Dec 2023
Hyperparameter Optimization for Large Language Model Instruction-Tuning C. Tribes Sacha Benarroch-Lelong Peng Lu I. Kobyzev 21 12 0 01 Dec 2023
Instruction-tuning Aligns LLMs to the Human Brain Khai Loong Aw Syrielle Montariol Badr AlKhamissi Martin Schrimpf Antoine Bosselut 15 18 0 01 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 35 6 0 01 Dec 2023
CLOMO: Counterfactual Logical Modification with Large Language Models Yinya Huang Ruixin Hong Hongming Zhang Wei Shao Zhicheng YANG Dong Yu Changshui Zhang Xiaodan Liang Linqi Song LRM 18 7 0 29 Nov 2023
Training Chain-of-Thought via Latent-Variable Inference Du Phan Matthew D. Hoffman David Dohan Sholto Douglas Tuan Anh Le Aaron T Parisi Pavel Sountsov Charles Sutton Sharad Vikram Rif A. Saurous BDL ReLM LRM 8 22 0 28 Nov 2023
AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations Zhicheng YANG Yinya Huang Jing Xiong Liang Feng Xiaodan Liang Yiwei Wang Jing Tang LRM 18 1 0 22 Nov 2023
ComPEFT: Compression for Communicating Parameter Efficient Updates via Sparsification and Quantization Prateek Yadav Leshem Choshen Colin Raffel Mohit Bansal 19 12 0 22 Nov 2023
Conditions for Length Generalization in Learning Reasoning Skills Changnan Xiao Bing Liu LRM 32 7 0 22 Nov 2023
Compositional Capabilities of Autoregressive Transformers: A Study on Synthetic, Interpretable Tasks Rahul Ramesh Ekdeep Singh Lubana Mikail Khona Robert P. Dick Hidenori Tanaka CoGe 22 6 0 21 Nov 2023
Data Diversity Matters for Robust Instruction Tuning Alexander Bukharin Tuo Zhao 72 35 0 21 Nov 2023
Can We Utilize Pre-trained Language Models within Causal Discovery Algorithms? Chanhui Lee Juhyeon Kim Yongjun Jeong Juhyun Lyu Junghee Kim ... Hyeokjun Choe Soyeon Park Woohyung Lim Sungbin Lim Snu Astronomy Research Center 12 0 0 19 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 22 178 0 17 Nov 2023
OVM, Outcome-supervised Value Models for Planning in Mathematical Reasoning Fei Yu Anningzhe Gao Benyou Wang OffRL LRM 15 39 0 16 Nov 2023
Whispers of Doubt Amidst Echoes of Triumph in NLP Robustness Ashim Gupta Rishanth Rajendhran Nathan Stringham Vivek Srikumar Ana Marasović AAML 21 3 0 16 Nov 2023
Automatic Engineering of Long Prompts Cho-Jui Hsieh Si Si Felix X. Yu Inderjit S. Dhillon VLM 11 8 0 16 Nov 2023
Program-Aided Reasoners (better) Know What They Know Anubha Kabra Sanketh Rangreji Yash Mathur Aman Madaan Emmy Liu Graham Neubig LRM 19 0 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 14 32 0 15 Nov 2023
StrategyLLM: Large Language Models as Strategy Generators, Executors, Optimizers, and Evaluators for Problem Solving Chang Gao Haiyun Jiang Deng Cai Shuming Shi Wai Lam LRM 29 3 0 15 Nov 2023
Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration Zhenran Xu Senbao Shi Baotian Hu Jindi Yu Dongfang Li Min Zhang Yuxiang Wu LRM LLMAG ALM 58 19 0 14 Nov 2023
On Measuring Faithfulness or Self-consistency of Natural Language Explanations Letitia Parcalabescu Anette Frank LRM 64 20 0 13 Nov 2023
Do large language models and humans have similar behaviors in causal inference with script knowledge? Xudong Hong Margarita Ryzhova Daniel Adrian Biondi Ram Sarkar 27 5 0 13 Nov 2023
Explain-then-Translate: An Analysis on Improving Program Translation with Self-generated Explanations Zilu Tang Mayank Agarwal Alex Shypula Bailin Wang Derry Wijaya Jie Chen Yoon Kim LRM 25 15 0 13 Nov 2023
Towards the Law of Capacity Gap in Distilling Language Models Chen Zhang Dawei Song Zheyu Ye Yan Gao ELM 15 20 0 13 Nov 2023
BizBench: A Quantitative Reasoning Benchmark for Business and Finance Rik Koncel-Kedziorski Michael Krumdick Viet Dac Lai Varshini Reddy Charles Lovering Chris Tanner AIMat 19 4 0 11 Nov 2023
Prompt Engineering a Prompt Engineer Qinyuan Ye Maxamed Axmed Reid Pryzant Fereshte Khani VLM LLMAG LRM 19 28 0 09 Nov 2023
Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs Shashank Gupta Vaishnavi Shrivastava A. Deshpande A. Kalyan Peter Clark Ashish Sabharwal Tushar Khot 120 100 0 08 Nov 2023
Black-Box Prompt Optimization: Aligning Large Language Models without Model Training Jiale Cheng Xiao Liu Kehan Zheng Pei Ke Hongning Wang Yuxiao Dong Jie Tang Minlie Huang 21 76 0 07 Nov 2023
Implicit Chain of Thought Reasoning via Knowledge Distillation Yuntian Deng Kiran Prasad Roland Fernandez P. Smolensky Vishrav Chaudhary Stuart M. Shieber ReLM LRM 14 42 0 02 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 13 25 0 31 Oct 2023
M4LE: A Multi-Ability Multi-Range Multi-Task Multi-Domain Long-Context Evaluation Benchmark for Large Language Models Wai-Chung Kwan Xingshan Zeng Yufei Wang Yusen Sun Liangyou Li Lifeng Shang Qun Liu Kam-Fai Wong ELM 89 10 0 30 Oct 2023
TeacherLM: Teaching to Fish Rather Than Giving the Fish, Language Modeling Likewise Nan He Hanyu Lai Chenyang Zhao Zirui Cheng Junting Pan ... Zhaohui Hou Zhiyuan Huang Shaoqing Lu Ding Liang Mingjie Zhan LRM 12 12 0 29 Oct 2023
DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy Hongda Sun Weikai Xu Wei Liu Jian Luan Bin Wang Shuo Shang Ji-Rong Wen Rui Yan LRM 29 24 0 28 Oct 2023
TarGEN: Targeted Data Generation with Large Language Models Himanshu Gupta Kevin Scaria Ujjwala Anantheswaran Shreyas Verma Mihir Parmar Saurabh Arjun Sawant Chitta Baral Swaroop Mishra SyDa 22 4 0 27 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 6 2 0 25 Oct 2023
PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization Xinyuan Wang Chenxi Li Zhen Wang Fan Bai Haotian Luo Jiayou Zhang Nebojsa Jojic Eric P. Xing Zhiting Hu 23 98 0 25 Oct 2023
Can You Follow Me? Testing Situational Understanding in ChatGPT Chenghao Yang Allyson Ettinger LRM LLMAG ELM 107 4 0 24 Oct 2023
Failures Pave the Way: Enhancing Large Language Models through Tuning-free Rule Accumulation Zeyuan Yang Peng Li Yang Janet Liu LRM 25 20 0 24 Oct 2023
POE: Process of Elimination for Multiple Choice Reasoning Chenkai Ma Xinya Du LRM 17 5 0 24 Oct 2023
S3Eval: A Synthetic, Scalable, Systematic Evaluation Suite for Large Language Models Fangyu Lei Qian Liu Yiming Huang Shizhu He Jun Zhao Kang Liu ELM LRM 20 12 0 23 Oct 2023
LLM-in-the-loop: Leveraging Large Language Model for Thematic Analysis Shih-Chieh Dai Aiping Xiong Lun-Wei Ku 13 61 0 23 Oct 2023
Reasoning about Ambiguous Definite Descriptions Stefan F. Schouten Peter Bloem Ilia Markov Piek Vossen LRM UQLM 13 0 0 23 Oct 2023
Language Model Unalignment: Parametric Red-Teaming to Expose Hidden Harms and Biases Rishabh Bhardwaj Soujanya Poria ALM 49 14 0 22 Oct 2023
Evoke: Evoking Critical Thinking Abilities in LLMs via Reviewer-Author Prompt Editing Xinyu Hu Pengfei Tang Simiao Zuo Zihan Wang Bowen Song Qiang Lou Jian Jiao Denis Xavier Charles LRM 31 7 0 20 Oct 2023
Teaching Language Models to Self-Improve through Interactive Demonstrations Xiao Yu Baolin Peng Michel Galley Jianfeng Gao Zhou Yu LRM ReLM 31 19 0 20 Oct 2023
Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models Zhihan Zhang Shuohang Wang W. Yu Yichong Xu Dan Iter Qingkai Zeng Yang Liu Chenguang Zhu Meng-Long Jiang SyDa ALM 17 20 0 19 Oct 2023
Multi-stage Large Language Model Correction for Speech Recognition Jie Pu Thai-Son Nguyen Sebastian Stüker LRM 22 6 0 17 Oct 2023
AdaLomo: Low-memory Optimization with Adaptive Learning Rate Kai Lv Hang Yan Qipeng Guo Haijun Lv Xipeng Qiu ODL 19 20 0 16 Oct 2023
GLoRE: Evaluating Logical Reasoning of Large Language Models Hanmeng Liu Zhiyang Teng Ruoxi Ning Jian Liu Qiji Zhou Yuexin Zhang Yue Zhang ReLM ELM LRM 57 6 0 13 Oct 2023