Title
Ensemble Learning for Large Language Models in Text and Code Generation: A Survey Mari Ashiga Wei Jie Fan Wu Vardan K. Voskanyan Fateme Dinmohammadi P. Brookes Jingzhi Gong Zheng Wang 38 0 0 13 Mar 2025
I Know What I Don't Know: Improving Model Cascades Through Confidence Tuning Stephan Rabanser Nathalie Rauschmayr Achin Kulshrestha Petra Poklukar Wittawat Jitkrittum Sean Augenstein Congchao Wang Federico Tombari 37 0 0 26 Feb 2025
From Drafts to Answers: Unlocking LLM Potential via Aggregation Fine-Tuning Yafu Li Zhilin Wang Tingchen Fu Ganqu Cui Sen Yang Yu Cheng 40 1 0 21 Jan 2025
Understanding the Logic of Direct Preference Alignment through Logic Kyle Richardson Vivek Srikumar Ashish Sabharwal 79 1 0 23 Dec 2024
Scaling LLM Inference with Optimized Sample Compute Allocation Kexun Zhang Shang Zhou Danqing Wang William Yang Wang Lei Li 37 7 0 29 Oct 2024
RealMedQA: A pilot biomedical question answering dataset containing realistic clinical questions Gregory Kell A. Roberts Serge Umansky Yuti Khare Najma Ahmed ... Chloe Simela Jack Coumbe Julian Rozario Ryan-Rhys Griffiths Iain J. Marshall 32 0 0 16 Aug 2024
CogNarr Ecosystem: Facilitating Group Cognition at Scale John C. Boik 37 0 0 11 Jul 2024
Using Grammar Masking to Ensure Syntactic Validity in LLM-based Modeling Tasks Lukas Netz Jan Reimer Bernhard Rumpe 23 0 0 08 Jul 2024
Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs Krista Opsahl-Ong Michael J Ryan Josh Purtell David Broman Christopher Potts Matei A. Zaharia Omar Khattab 28 26 0 17 Jun 2024
On Subjective Uncertainty Quantification and Calibration in Natural Language Generation Ziyu Wang Chris Holmes UQLM 32 4 0 07 Jun 2024
Probabilistic Inference in Language Models via Twisted Sequential Monte Carlo Stephen Zhao Rob Brekelmans Alireza Makhzani Roger C. Grosse 19 31 0 26 Apr 2024
StateFlow: Enhancing LLM Task-Solving through State-Driven Workflows Yiran Wu Tianwei Yue Shaokun Zhang Chi Wang Qingyun Wu 27 21 0 17 Mar 2024
Loose LIPS Sink Ships: Asking Questions in Battleship with Language-Informed Program Sampling Gabriel Grand Valerio Pepe Jacob Andreas Joshua B. Tenenbaum ReLM 14 6 0 29 Feb 2024
Understanding the Effect of Noise in LLM Training Data with Algorithmic Chains of Thought Alex Havrilla Maia Iyer 11 3 0 06 Feb 2024
Foundation Model Sherpas: Guiding Foundation Models through Knowledge and Reasoning D. Bhattacharjya Junkyu Lee Don Joven Agravante Balaji Ganesan Radu Marinescu LLMAG 17 1 0 02 Feb 2024
Active Preference Inference using Language Models and Probabilistic Reasoning Wasu Top Piriyakulkij Volodymyr Kuleshov Kevin Ellis LRM 17 12 0 19 Dec 2023
BioSpark: An End-to-End Generative System for Biological-Analogical Inspirations and Ideation Hyeonsu B Kang David Chuan-En Lin Nikolas Martelaro A. Kittur Yan-Ying Chen Matthew K. Hong 18 2 0 18 Dec 2023
Chain of Code: Reasoning with a Language Model-Augmented Code Emulator Chengshu Li Jacky Liang Andy Zeng Xinyun Chen Karol Hausman Dorsa Sadigh Sergey Levine Fei-Fei Li Fei Xia Brian Ichter LLMAG LRM 23 70 0 07 Dec 2023
Prompt Sketching for Large Language Models Luca Beurer-Kellner Mark Niklas Muller Marc Fischer Martin Vechev KELM LRM 8 3 0 08 Nov 2023
ADaPT: As-Needed Decomposition and Planning with Language Models Archiki Prasad Alexander Koller Mareike Hartmann Peter Clark Ashish Sabharwal Mohit Bansal Tushar Khot LM&Ro 10 74 0 08 Nov 2023
What's Left? Concept Grounding with Logic-Enhanced Foundation Models Joy Hsu Jiayuan Mao Joshua B. Tenenbaum Jiajun Wu VLM ReLM LRM 10 21 0 24 Oct 2023
LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers Theo X. Olausson Alex Gu Benjamin Lipkin Cedegao E. Zhang Armando Solar-Lezama Josh Tenenbaum Roger Levy LRM AI4CE ReLM 28 43 0 23 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 8 69 0 23 Oct 2023
Monte Carlo Thought Search: Large Language Model Querying for Complex Scientific Reasoning in Catalyst Design Henry W Sprueill Carl N. Edwards Mariefel V. Olarte Udishnu Sanyal Heng Ji Sutanay Choudhury LRM 22 10 0 22 Oct 2023
CarExpert: Leveraging Large Language Models for In-Car Conversational Question Answering Md. Rony Christian Suess Sinchana Ramakanth Bhat Viju Sudhi Julia Schneider Maximilian Vogel Roman Teucher Ken E. Friedl S. Sahoo 13 9 0 14 Oct 2023
The Consensus Game: Language Model Generation via Equilibrium Search Athul Paul Jacob Yikang Shen Gabriele Farina Jacob Andreas 31 19 0 13 Oct 2023
The Cost of Down-Scaling Language Models: Fact Recall Deteriorates before In-Context Learning Tian Jin Nolan Clement Xin Dong Vaishnavh Nagarajan Michael Carbin Jonathan Ragan-Kelley Gintare Karolina Dziugaite LRM 22 5 0 07 Oct 2023
Amortizing intractable inference in large language models Marvin Schmitt Moksh Jain Daniel Habermann Younesse Kaddar Ullrich Kothe Stefan T. Radev Nikolay Malkin AIFin BDL 16 45 0 06 Oct 2023
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines Omar Khattab Arnav Singhvi Paridhi Maheshwari Zhiyuan Zhang Keshav Santhanam ... Thomas T. Joshi Hanna Moazam Heather Miller Matei A. Zaharia Christopher Potts RALM 12 220 0 05 Oct 2023
Self-Taught Optimizer (STOP): Recursively Self-Improving Code Generation E. Zelikman Eliana Lorch Lester W. Mackey Adam Tauman Kalai LRM ReLM 28 46 0 03 Oct 2023
GraphText: Graph Reasoning in Text Space Jianan Zhao Le Zhuo Yikang Shen Meng Qu Kai Liu Michael M. Bronstein Zhaocheng Zhu Jian Tang 92 37 0 02 Oct 2023
UPAR: A Kantian-Inspired Prompting Framework for Enhancing Large Language Model Capabilities Hejia Geng Boxun Xu Peng Li ELM LRM ReLM 22 1 0 30 Sep 2023
The Languini Kitchen: Enabling Language Modelling Research at Different Scales of Compute Aleksandar Stanić Dylan R. Ashley Oleg Serikov Louis Kirsch Francesco Faccio Jürgen Schmidhuber Thomas Hofmann Imanol Schlag MoE 25 9 0 20 Sep 2023
Cognitive Architectures for Language Agents T. Sumers Shunyu Yao Karthik Narasimhan Thomas L. Griffiths LLMAG LM&Ro 25 150 0 05 Sep 2023
Towards an On-device Agent for Text Rewriting Yun Zhu Yinxiao Liu Felix Stahlberg Shankar Kumar Yu-hui Chen Liangchen Luo Lei Shu Renjie Liu Jindong Chen Lei Meng LLMAG 11 6 0 22 Aug 2023
LatEval: An Interactive LLMs Evaluation Benchmark with Incomplete Information from Lateral Thinking Puzzles Shulin Huang Shirong Ma Yinghui Li Mengzuo Huang Wuhe Zou Weidong Zhang Haitao Zheng LLMAG LRM 11 26 0 21 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 19 585 0 18 Aug 2023
Minimum Levels of Interpretability for Artificial Moral Agents Avish Vijayaraghavan C. Badea AI4CE 17 5 0 02 Jul 2023
Inferring the Goals of Communicating Agents from Actions and Instructions Lance Ying Zhi-Xuan Tan Vikash K. Mansinghka J. Tenenbaum LLMAG 17 18 0 28 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 12 16 0 21 Jun 2023
Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents Yashar Talebirad Amirhossein Nadiri LLMAG 14 102 0 05 Jun 2023
Sequential Monte Carlo Steering of Large Language Models using Probabilistic Programs Alexander K. Lew Tan Zhi-Xuan Gabriel Grand Vikash K. Mansinghka LLMSV LRM 41 35 0 05 Jun 2023
STEVE-1: A Generative Model for Text-to-Behavior in Minecraft Shalev Lifshitz Keiran Paster Harris Chan Jimmy Ba Sheila A. McIlraith LM&Ro 11 66 0 01 Jun 2023
Grammar Prompting for Domain-Specific Language Generation with Large Language Models Bailin Wang Zi Wang Xuezhi Wang Yuan Cao Rif A. Saurous Yoon Kim ReLM LRM 17 21 0 30 May 2023
Strategic Reasoning with Language Models Kanishk Gandhi Dorsa Sadigh Noah D. Goodman LM&Ro LRM 27 34 0 30 May 2023
ANPL: Towards Natural Programming with Interactive Decomposition Di Huang Ziyuan Nan Xingui Hu Pengwei Jin Shaohui Peng ... Rui Zhang Zidong Du Qi Guo Yewen Pu Yunji Chen 15 8 0 29 May 2023
Training Socially Aligned Language Models on Simulated Social Interactions Ruibo Liu Ruixin Yang Chenyan Jia Ge Zhang Denny Zhou Andrew M. Dai Diyi Yang Soroush Vosoughi ALM 16 43 0 26 May 2023
RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs Afra Feyza Akyürek Ekin Akyürek Aman Madaan A. Kalyan Peter Clark Derry Wijaya Niket Tandon ALM KELM 21 85 0 15 May 2023
Large Language Model Programs Imanol Schlag Sainbayar Sukhbaatar Asli Celikyilmaz Wen-tau Yih Jason Weston Jürgen Schmidhuber Xian Li LRM 22 14 0 09 May 2023
Answering Questions by Meta-Reasoning over Multiple Chains of Thought Ori Yoran Tomer Wolfson Ben Bogin Uri Katz Daniel Deutch Jonathan Berant ReLM LRM KELM 6 94 0 25 Apr 2023