Title
LPML: LLM-Prompting Markup Language for Mathematical Reasoning Ryutaro Yamauchi Sho Sonoda Akiyoshi Sannai Wataru Kumagai KELM LRM 44 16 0 21 Sep 2023
You Only Look at Screens: Multimodal Chain-of-Action Agents ZhuoSheng Zhang Aston Zhang LLMAG LM&Ro 23 104 0 20 Sep 2023
Design of Chain-of-Thought in Math Problem Solving Zhanming Jie Trung Quoc Luong Xinbo Zhang Xiaoran Jin Hang Li LRM 61 11 0 20 Sep 2023
Natural Language Embedded Programs for Hybrid Language Symbolic Reasoning Tianhua Zhang Jiaxin Ge Hongyin Luo Yung-Sung Chuang Mingye Gao Yuan Gong Xixin Wu Yoon Kim Helen M. Meng James R. Glass LRM ReLM 90 15 0 19 Sep 2023
OpenBA: An Open-sourced 15B Bilingual Asymmetric seq2seq Model Pre-trained from Scratch Juntao Li Zecheng Tang Yuyang Ding Pinzheng Wang Pei Guo ... Wenliang Chen Guohong Fu Qiaoming Zhu Guodong Zhou Hao Fei 45 5 0 19 Sep 2023
LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language Models Zecheng Tang Chenfei Wu Juntao Li Nan Duan 3DV 28 9 0 18 Sep 2023
EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context Learning Rajasekhar Reddy Mekala Yasaman Razeghi Sameer Singh LRM 36 10 0 16 Sep 2023
Chain-of-Thought Reasoning is a Policy Improvement Operator Hugh Zhang David C. Parkes ReLM LM&Ro LRM 31 12 0 15 Sep 2023
A Data Source for Reasoning Embodied Agents Jack Lanchantin Sainbayar Sukhbaatar Gabriel Synnaeve Yuxuan Sun Kavya Srinet Arthur Szlam LM&Ro LRM 30 5 0 14 Sep 2023
Agents: An Open-source Framework for Autonomous Language Agents Wangchunshu Zhou Yuchen Eleanor Jiang Long Li Jialong Wu Tiannan Wang ... Xiangru Tang Ningyu Zhang Huajun Chen Peng Cui Mrinmaya Sachan LLMAG LM&Ro AI4CE 39 90 0 14 Sep 2023
Auto-Regressive Next-Token Predictors are Universal Learners Eran Malach LRM 24 36 0 13 Sep 2023
PACE-LM: Prompting and Augmentation for Calibrated Confidence Estimation with GPT-4 in Cloud Incident Root Cause Analysis Dylan Zhang Xuchao Zhang Chetan Bansal P. Las-Casas Rodrigo Fonseca Saravan Rajmohan 40 1 0 11 Sep 2023
Hypothesis Search: Inductive Reasoning with Language Models Ruocheng Wang E. Zelikman Gabriel Poesia Yewen Pu Nick Haber Noah D. Goodman ReLM LRM 40 97 0 11 Sep 2023
MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning Xiang Yue Xingwei Qu Ge Zhang Yao Fu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen AIMat LRM 85 369 0 11 Sep 2023
FIAT: Fusing learning paradigms with Instruction-Accelerated Tuning Xinyi Wang John Wieting J. Clark CLL ALM 29 1 0 09 Sep 2023
GPT Can Solve Mathematical Problems Without a Calculator Zheng Yang Ming Ding Qingsong Lv Zhihuan Jiang Zehai He Yuyi Guo Jinfeng Bai Jie Tang RALM LRM 44 53 0 06 Sep 2023
Cognitive Architectures for Language Agents T. Sumers Shunyu Yao Karthik Narasimhan Thomas Griffiths LLMAG LM&Ro 61 154 0 05 Sep 2023
Explainability for Large Language Models: A Survey Haiyan Zhao Hanjie Chen Fan Yang Ninghao Liu Huiqi Deng Hengyi Cai Shuaiqiang Wang Dawei Yin Mengnan Du LRM 34 415 0 02 Sep 2023
Learning the greatest common divisor: explaining transformer predictions Franccois Charton 28 17 0 29 Aug 2023
TaskLAMA: Probing the Complex Task Understanding of Language Models Quan Yuan Mehran Kazemi Xinyuan Xu Isaac Noble Vaiva Imbrasaite Deepak Ramachandran LRM 31 10 0 29 Aug 2023
A Human-on-the-Loop Optimization Autoformalism Approach for Sustainability Ming Jin Bilgehan Sel Fnu Hardeep W. Yin AI4CE 36 2 0 20 Aug 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 56 606 0 18 Aug 2023
Boosting Logical Reasoning in Large Language Models through a New Framework: The Graph of Thought Bin Lei Pei-Hung Lin C. Liao Caiwen Ding ReLM ELM LRM AI4CE 27 39 0 16 Aug 2023
OctoPack: Instruction Tuning Code Large Language Models Niklas Muennighoff Qian Liu A. Zebaze Qinkai Zheng Binyuan Hui Terry Yue Zhuo Swayam Singh Xiangru Tang Leandro von Werra Shayne Longpre VLM ALM 71 120 0 14 Aug 2023
Position: Key Claims in LLM Research Have a Long Tail of Footnotes Anna Rogers A. Luccioni 55 19 0 14 Aug 2023
Cumulative Reasoning with Large Language Models Yifan Zhang Jingqin Yang Yang Yuan Andrew Chi-Chih Yao ReLM ELM LRM AI4CE 42 69 0 08 Aug 2023
NEOLAF, an LLM-powered neural-symbolic cognitive architecture Richard Tong Cassie Chen Cao Timothy Xueqian Lee Guodong Zhao Ray Wan ... Xiangen Hu Robin Schmucker Jinsheng Pan Julian Quevedo Yu Lu 22 1 0 08 Aug 2023
Exploiting Code Symmetries for Learning Program Semantics Kexin Pei Weichen Li Qirui Jin Shuyang Liu Scott Geng Lorenzo Cavallaro Junfeng Yang Suman Jana 43 4 0 07 Aug 2023
Scaling Relationship on Learning Mathematical Reasoning with Large Language Models Zheng Yuan Hongyi Yuan Cheng Li Guanting Dong Keming Lu Chuanqi Tan Chang Zhou Jingren Zhou LRM ALM 33 170 0 03 Aug 2023
InterAct: Exploring the Potentials of ChatGPT as a Cooperative Agent Po-Lin Chen Cheng-Shang Chang LM&Ro LLMAG 30 14 0 03 Aug 2023
Flows: Building Blocks of Reasoning and Collaborating AI Martin Josifoski Lars Klein Maxime Peyrard Nicolas Mario Baldwin Yifei Li ... Julian Paul Schnitzler Yuxing Yao Jiheng Wei Debjit Paul Robert West AI4CE 41 25 0 02 Aug 2023
Skills-in-Context Prompting: Unlocking Compositionality in Large Language Models Jiaao Chen Xiaoman Pan Dian Yu Kaiqiang Song Xiaoyang Wang Dong Yu Jianshu Chen ReLM LRM 21 24 0 01 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 35 112 0 31 Jul 2023
ARB: Advanced Reasoning Benchmark for Large Language Models Tomohiro Sawada Daniel Paleka Alexander Havrilla Pranav Tadepalli Paula Vidas Alexander Kranias John J. Nay Kshitij Gupta Aran Komatsuzaki ELM LRM 45 37 0 25 Jul 2023
"Tidy Up the Table": Grounding Common-sense Objective for Tabletop Object Rearrangement Yiqing Xu David Hsu LM&Ro LMTD 36 0 0 21 Jul 2023
Multi-Method Self-Training: Improving Code Generation With Text, And Vice Versa Shriyash Upadhyay Etan Ginsberg SyDa LRM 29 0 0 20 Jul 2023
Invalid Logic, Equivalent Gains: The Bizarreness of Reasoning in Language Model Prompting Rylan Schaeffer Kateryna Pistunova Samarth Khanna Sarthak Consul Oluwasanmi Koyejo ReLM LRM 44 10 0 20 Jul 2023
Thrust: Adaptively Propels Large Language Models with External Knowledge Xinran Zhao Hongming Zhang Xiaoman Pan Wenlin Yao Dong Yu Jianshu Chen KELM 62 5 0 19 Jul 2023
Do Models Explain Themselves? Counterfactual Simulatability of Natural Language Explanations Yanda Chen Ruiqi Zhong Narutatsu Ri Chen Zhao He He Jacob Steinhardt Zhou Yu Kathleen McKeown LRM 34 47 0 17 Jul 2023
Question Decomposition Improves the Faithfulness of Model-Generated Reasoning Ansh Radhakrishnan Karina Nguyen Anna Chen Carol Chen Carson E. Denison ... Zac Hatfield-Dodds Jared Kaplan J. Brauner Sam Bowman Ethan Perez ReLM LRM HILM 40 85 0 17 Jul 2023
MinT: Boosting Generalization in Mathematical Reasoning via Multi-View Fine-Tuning Zhenwen Liang Dian Yu Xiaoman Pan Wenlin Yao Qingkai Zeng Xiangliang Zhang Dong Yu ALM LRM 46 14 0 16 Jul 2023
Teaching Arithmetic to Small Transformers Nayoung Lee Kartik K. Sreenivasan Jason D. Lee Kangwook Lee Dimitris Papailiopoulos LRM 32 83 0 07 Jul 2023
Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual Tasks Zhaofeng Wu Linlu Qiu Alexis Ross Ekin Akyürek Boyuan Chen Bailin Wang Najoung Kim Jacob Andreas Yoon Kim LRM ReLM 63 197 0 05 Jul 2023
Statler: State-Maintaining Language Models for Embodied Reasoning Takuma Yoneda Jiading Fang Peng Li Huanyu Zhang Tianchong Jiang Shengjie Lin Ben Picker David Yunis Hongyuan Mei Matthew R. Walter LM&Ro 34 32 0 30 Jun 2023
Stay on topic with Classifier-Free Guidance Guillaume Sanchez Honglu Fan Alexander Spangher Elad Levi Pawan Sasanka Ammanamanchi Stella Biderman 3DV 38 48 0 30 Jun 2023
Length Generalization in Arithmetic Transformers Samy Jelassi Stéphane dÁscoli Carles Domingo-Enrich Yuhuai Wu Yuan-Fang Li Franccois Charton 30 39 0 27 Jun 2023
Symbolic Chain-of-Thought Distillation: Small Models Can Also "Think" Step-by-Step Liunian Harold Li Jack Hessel Youngjae Yu Xiang Ren Kai-Wei Chang Yejin Choi LRM AI4CE ReLM 27 130 0 24 Jun 2023
On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes Rishabh Agarwal Nino Vieillard Yongchao Zhou Piotr Stańczyk Sabela Ramos Matthieu Geist Olivier Bachem 48 89 0 23 Jun 2023
Joint Prompt Optimization of Stacked LLMs using Variational Inference Alessandro Sordoni Xingdi Yuan Marc-Alexandre Côté Matheus Pereira Adam Trischler Ziang Xiao Arian Hosseini Friederike Niedtner Nicolas Le Roux 33 27 0 21 Jun 2023
Pushing the Limits of ChatGPT on NLP Tasks Xiaofei Sun Linfeng Dong Xiaoya Li Zhen Wan Shuhe Wang ... Jiwei Li Fei Cheng Lingjuan Lyu Fei Wu Guoyin Wang AI4MH LRM 44 29 0 16 Jun 2023