Title
Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization Zishun Yu Tengyu Xu Di Jin Karthik Abinav Sankararaman Yun He ... Eryk Helenowski Chen Zhu Sinong Wang Hao Ma Han Fang LRM 44 4 0 29 Jan 2025
Irony Detection, Reasoning and Understanding in Zero-shot Learning Peiling Yi Yuhan Xia 49 0 0 28 Jan 2025
Benchmarking and Defending Against Indirect Prompt Injection Attacks on Large Language Models Jingwei Yi Yueqi Xie Bin Zhu Emre Kiciman Guangzhong Sun Xing Xie Fangzhao Wu AAML 32 61 0 28 Jan 2025
From Critique to Clarity: A Pathway to Faithful and Personalized Code Explanations with Large Language Models Zexing Xu Zhuang Luo Yichuan Li Kyumin Lee S. Rasoul Etesami 33 0 0 28 Jan 2025
Large Language Models as an Indirect Reasoner: Contrapositive and Contradiction for Automated Reasoning Yanfang Zhang Yiliu Sun Yibing Zhan Dapeng Tao Dacheng Tao Chen Gong LRM AI4CE LLMAG 74 2 0 28 Jan 2025
On The Truthfulness of 'Surprisingly Likely' Responses of Large Language Models Naman Goel HILM 49 0 0 28 Jan 2025
Will Systems of LLM Agents Cooperate: An Investigation into a Social Dilemma Richard Willis Yali Du Joel Z. Leibo Michael Luck 39 1 0 28 Jan 2025
Option-ID Based Elimination For Multiple Choice Questions Zhenhao Zhu Bulou Liu Qingyao Ai Y. Liu 41 0 0 25 Jan 2025
Is Long Context All You Need? Leveraging LLM's Extended Context for NL2SQL Yeounoh Chung Gaurav Tarlok Kakkar Yu Gan Brenton Milne Fatma Ozcan RALM 38 5 0 21 Jan 2025
QualityFlow: An Agentic Workflow for Program Synthesis Controlled by LLM Quality Checks Yaojie Hu Qiang Zhou Qihong Chen Xiaopeng Li Linbo Liu Dejiao Zhang Amit Kachroo Talha Oz Omer Tripp 37 3 0 20 Jan 2025
Deep Compression Autoencoder for Efficient High-Resolution Diffusion Models Junyu Chen Han Cai Junsong Chen E. Xie Shang Yang Haotian Tang Muyang Li Y. Lu Song Han DiffM 46 35 0 20 Jan 2025
DriveLM: Driving with Graph Visual Question Answering Chonghao Sima Katrin Renz Kashyap Chitta L. Chen Hanxue Zhang Chengen Xie Jens Beißwenger Ping Luo Andreas Geiger Hongyang Li 59 159 0 17 Jan 2025
A Roadmap to Guide the Integration of LLMs in Hierarchical Planning Israel Puerta-Merino Carlos Núnez-Molina Pablo Mesejo Juan Fernández-Olivares 47 2 0 14 Jan 2025
Agent-Centric Projection of Prompting Techniques and Implications for Synthetic Training Data for Large Language Models Dhruv Dhamani Mary Lou Maher LLMAG 47 0 0 14 Jan 2025
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning Xiangru Tang Tianyu Hu Muyang Ye Yanjun Shao Xunjian Yin ... Pan Lu Zhuosheng Zhang Yilun Zhao Arman Cohan Mark B. Gerstein LLMAG LRM AI4CE 48 5 0 11 Jan 2025
LLMs as Workers in Human-Computational Algorithms? Replicating Crowdsourcing Pipelines with LLMs Tongshuang Wu Haiyi Zhu Maya Albayrak Alexis Axon Amanda Bertsch ... Ying-Jui Tseng Patricia Vaidos Zhijin Wu Wei Yu Wu Chenyang Yang 56 27 0 10 Jan 2025
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Yiyao Yu Xinzhe Ni Zicheng Lin Jin Zeng Yujiu Yang LRM 40 12 0 08 Jan 2025
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling Bradley Brown Jordan Juravsky Ryan Ehrlich Ronald Clark Quoc V. Le Christopher Ré Azalia Mirhoseini ALM LRM 57 207 0 03 Jan 2025
Mathematical Language Models: A Survey W. Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 62 12 0 03 Jan 2025
Beyond Numeric Awards: In-Context Dueling Bandits with LLM Agents Fanzeng Xia Hao Liu Yisong Yue Tongxin Li 49 1 0 03 Jan 2025
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct Haipeng Luo Qingfeng Sun Can Xu Pu Zhao Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang OSLM LRM 66 402 0 03 Jan 2025
Verbosity-Aware Rationale Reduction: Effective Reduction of Redundant Rationale via Principled Criteria Joonwon Jang Jaehee Kim Wonbin Kweon Hwanjo Yu LRM 23 1 0 03 Jan 2025
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Shuangtao Li Shuaihao Dong Kexin Luan Xinhan Di Chaofan Ding LRM 33 1 0 02 Jan 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 44 0 0 31 Dec 2024
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang C. L. P. Chen Anirudh Dagar Wenming Ye LRM 50 38 0 31 Dec 2024
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation Siyuan Fang Kaijing Ma Tianyu Zheng Xinrun Du Ningxuan Lu Ge Zhang Qingkun Tang RALM KELM LRM 51 1 0 31 Dec 2024
SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models Jiale Cheng Xiao-Chang Liu C. Wang Xiaotao Gu Y. Lu Dan Zhang Yuxiao Dong J. Tang Hongning Wang Minlie Huang LRM 105 3 0 16 Dec 2024
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation Manan Suri Puneet Mathur Franck Dernoncourt Kanika Goswami Ryan Rossi Dinesh Manocha 85 3 0 14 Dec 2024
What Makes Cryptic Crosswords Challenging for LLMs? Abdelrahman Sadallah Daria Kotova Ekaterina Kochmar AAML 80 0 0 12 Dec 2024
On Domain-Specific Post-Training for Multimodal Large Language Models Daixuan Cheng Shaohan Huang Ziyu Zhu Xintong Zhang Wayne Xin Zhao Zhongzhi Luan Bo Dai Zhenliang Zhang VLM 72 2 0 29 Nov 2024
Marconi: Prefix Caching for the Era of Hybrid LLMs Rui Pan Zhuang Wang Zhen Jia Can Karakus Luca Zancato Tri Dao Ravi Netravali Yida Wang 71 4 0 28 Nov 2024
The importance of visual modelling languages in generative software engineering Roberto Rossi 62 1 0 27 Nov 2024
BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving Teng Wang Wing-Yin Yu Zhenqi He Zehua Liu Xiongwei Han ... Han Wu Wei Shi Ruifeng She Fangzhou Zhu Tao Zhong AIMat OffRL LRM 60 3 0 26 Nov 2024
On the Impact of Fine-Tuning on Chain-of-Thought Reasoning Elita Lobo Chirag Agarwal Himabindu Lakkaraju LRM 62 5 0 22 Nov 2024
GOT4Rec: Graph of Thoughts for Sequential Recommendation Zewen Long Liang Wang Shu Wu Qiang Liu Liang Wang 60 1 0 22 Nov 2024
On the Consistency of Video Large Language Models in Temporal Comprehension Minjoon Jung Junbin Xiao Byoung-Tak Zhang Angela Yao 75 2 0 20 Nov 2024
Quasi-random Multi-Sample Inference for Large Language Models Aditya Parashar Aditya Vikram Singh Avinash Amballa Jinlin Lai Benjamin Rozonoyer LRM 53 0 0 09 Nov 2024
Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning Md Rifat Arefin G. Subbaraj Nicolas Angelard-Gontier Yann LeCun Irina Rish Ravid Shwartz-Ziv C. Pal LRM 31 0 0 04 Nov 2024
A Deep Dive Into Large Language Model Code Generation Mistakes: What and Why? QiHong Chen Jiawei Li Jiecheng Deng Jiachen Yu Justin Tian Jin Chen Iftekhar Ahmed 32 0 0 03 Nov 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 26 1 0 30 Oct 2024
Do Large Language Models Align with Core Mental Health Counseling Competencies? Viet Cuong Nguyen Mohammad Taher Dongwan Hong Vinicius Konkolics Possobom Vibha Thirunellayi Gopalakrishnan ... Zihang Li H. J. Soled Michael L. Birnbaum Srijan Kumar M. D. Choudhury ELM LM&MA AI4MH 31 3 0 29 Oct 2024
Markov Chain of Thought for Efficient Mathematical Reasoning Wen Yang Kai Fan Minpeng Liao LRM 29 4 0 23 Oct 2024
Scaling Diffusion Language Models via Adaptation from Autoregressive Models Shansan Gong Shivam Agarwal Yizhe Zhang Jiacheng Ye Lin Zheng ... Peilin Zhao W. Bi Jiawei Han Hao Peng Lingpeng Kong AI4CE 41 14 0 23 Oct 2024
LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems Nan Xu Xuezhe Ma LRM 16 3 0 18 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 49 2 0 18 Oct 2024
LabSafety Bench: Benchmarking LLMs on Safety Issues in Scientific Labs Yujun Zhou Jingdong Yang Kehan Guo Pin-Yu Chen Tian Gao ... Tian Gao Werner Geyer Nuno Moniz Nitesh V Chawla Xiangliang Zhang 23 4 0 18 Oct 2024
Aggregation Artifacts in Subjective Tasks Collapse Large Language Models' Posteriors Georgios Chochlakis Alexandros Potamianos Kristina Lerman Shrikanth Narayanan 20 0 0 17 Oct 2024
Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation Yiming Wang Pei Zhang Baosong Yang Derek F. Wong Rui-cang Wang LRM 33 4 0 17 Oct 2024
Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation Hyungjoo Chae Namyoung Kim Kai Tzu-iunn Ong Minju Gwak Gwanwoo Song Jihoon Kim S. Kim Dongha Lee Jinyoung Yeo LLMAG 22 13 0 17 Oct 2024
Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up Jiahao Yuan Dehui Du Hao Zhang Zixiang Di Usman Naseem LRM 18 1 0 16 Oct 2024