Title
SCALE: Towards Collaborative Content Analysis in Social Science with Large Language Model Agents and Human Intervention Chengshuai Zhao Zhen Tan Chau-Wai Wong Xinyan Zhao Tianlong Chen Huan Liu LLMAG 59 2 0 16 Feb 2025
Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design Automation Haoyuan Wu Haisheng Zheng Zhuolun He Bei Yu 45 0 0 15 Feb 2025
A Self-Supervised Reinforcement Learning Approach for Fine-Tuning Large Language Models Using Cross-Attention Signals Andrew Kiruluta Andreas Lemos Priscilla Burity 52 1 0 14 Feb 2025
Unleashing the Power of Large Language Model for Denoising Recommendation Shuyao Wang Zhi Zheng Yongduo Sui Hui Xiong 111 0 0 13 Feb 2025
Typhoon T1: An Open Thai Reasoning Model Pittawat Taveekitworachai Potsawee Manakul Kasima Tharnpipitchai Kunat Pipatanakul OffRL LRM 102 0 0 13 Feb 2025
SQuARE: Sequential Question Answering Reasoning Engine for Enhanced Chain-of-Thought in Large Language Models Daniel Fleischer Moshe Berchansky Gad Markovits Moshe Wasserblat ReLM ELM LRM 87 0 0 13 Feb 2025
When More is Less: Understanding Chain-of-Thought Length in LLMs Yuyang Wu Yifei Wang Tianqi Du Stefanie Jegelka Yisen Wang LRM 54 24 0 11 Feb 2025
Bag of Tricks for Inference-time Computation of LLM Reasoning Fan Liu Wenshuo Chao Naiqiang Tan Hao Liu OffRL LRM 79 3 0 11 Feb 2025
EvoFlow: Evolving Diverse Agentic Workflows On The Fly Guibin Zhang Kaijie Chen Guancheng Wan Heng Chang Hong Cheng Kaidi Wang Shuyue Hu Lei Bai 92 2 0 11 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Bin Cui Mengdi Wang ReLM LRM AI4CE 98 10 0 10 Feb 2025
Is LLM an Overconfident Judge? Unveiling the Capabilities of LLMs in Detecting Offensive Language with Annotation Disagreement Junyu Lu Kai Ma Kaichun Wang Kelaiti Xiao Roy Ka-Wei Lee Bo Xu Liang Yang Hongfei Lin 51 0 0 10 Feb 2025
MATH-Perturb: Benchmarking LLMs' Math Reasoning Abilities against Hard Perturbations Kaixuan Huang Jiacheng Guo Zihao Li X. Ji Jiawei Ge ... Yangsibo Huang Chi Jin Xinyun Chen Chiyuan Zhang Mengdi Wang AAML LRM 105 9 0 10 Feb 2025
Examining False Positives under Inference Scaling for Mathematical Reasoning Yu Guang Wang Nan Yang Liang Wang Furu Wei LRM 67 3 0 10 Feb 2025
CODESIM: Multi-Agent Code Generation and Problem Solving through Simulation-Driven Planning and Debugging Md. Ashraful Islam Mohammed Eunus Ali Md. Rizwan Parvez LLMAG 68 2 0 08 Feb 2025
Optimizing Temperature for Language Models with Multi-Sample Inference Weihua Du Yiming Yang Sean Welleck 62 2 0 07 Feb 2025
Confidence Elicitation: A New Attack Vector for Large Language Models Brian Formento Chuan-Sheng Foo See-Kiong Ng AAML 99 0 0 07 Feb 2025
Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment Cheryl Li Tianyuan Xu Yiwen Guo LRM 202 2 0 05 Feb 2025
Policy Guided Tree Search for Enhanced LLM Reasoning Yang Li LRM 53 0 0 04 Feb 2025
Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Soheil Abbasloo LRM 44 0 0 04 Feb 2025
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking Jinyang Wu Mingkuan Feng Shuai Zhang Ruihan Jin Feihu Che Zengqi Wen J. Tao LRM 68 8 0 04 Feb 2025
Self-Improving Transformers Overcome Easy-to-Hard and Length Generalization Challenges Nayoung Lee Ziyang Cai Avi Schwarzschild Kangwook Lee Dimitris Papailiopoulos ReLM VLM LRM AI4CE 83 4 0 03 Feb 2025
Learning to Generate Unit Tests for Automated Debugging Archiki Prasad Elias Stengel-Eskin Justin Chih-Yao Chen Zaid Khan Joey Tianyi Zhou ELM 88 1 0 03 Feb 2025
Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial? Wenzhe Li Yong Lin Mengzhou Xia Chi Jin MoE 99 2 0 02 Feb 2025
ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Format Restriction, and Column Exploration Minghang Deng Ashwin Ramachandran Canwen Xu Lanxiang Hu Zhewei Yao Anupam Datta Hao Zhang LMTD 137 1 0 02 Feb 2025
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Xin Xu Qiyun Xu Tong Xiao Tianhao Chen Yuchen Yan Jiaxin Zhang Shizhe Diao Can Yang Yang Wang ELM LRM AI4CE 108 3 0 01 Feb 2025
Improving Rule-based Reasoning in LLMs via Neurosymbolic Representations Varun Dhanraj Chris Eliasmith LRM 52 0 0 31 Jan 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models Lang Cao Hanbing Liu LMTD RALM 254 0 1 31 Jan 2025
Diverse Preference Optimization Jack Lanchantin Angelica Chen S. Dhuliawala Ping Yu Jason Weston Sainbayar Sukhbaatar Ilia Kulikov 93 4 0 30 Jan 2025
CueTip: An Interactive and Explainable Physics-aware Pool Assistant Sean Memery Kevin Denamganai Jiaxin Zhang Zehai Tu Yiwen Guo Kartic Subr LRM 42 0 0 30 Jan 2025
CALM: Unleashing the Cross-Lingual Self-Aligning Ability of Language Model Question Answering Yumeng Wang Zhiyuan Fan Q. Wang May Fung Heng Ji 80 1 0 30 Jan 2025
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 54 4 0 29 Jan 2025
Irony Detection, Reasoning and Understanding in Zero-shot Learning Peiling Yi Yuhan Xia 56 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 62 65 0 28 Jan 2025
On The Truthfulness of 'Surprisingly Likely' Responses of Large Language Models Naman Goel HILM 57 0 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 47 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 102 2 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 61 1 0 28 Jan 2025
Option-ID Based Elimination For Multiple Choice Questions Zhenhao Zhu Bulou Liu Qingyao Ai Yong-Jin Liu 54 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 63 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 68 4 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 Yunfan LU Song Han DiffM 69 36 0 20 Jan 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Zhicheng Dou 85 18 0 17 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 108 164 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 64 3 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 71 0 0 14 Jan 2025
Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model Z. Ma Zhuo Chen Yansen Wang Eng Siong Chng Xie Chen AuLLM LRM 67 10 0 13 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 72 7 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 Wu Chenyang Yang 88 31 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 79 13 0 08 Jan 2025
Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning Zhen Li Yupeng Su Runming Yang C. Xie Zehua Wang Zhongwei Xie Ngai Wong Hongxia Yang MQ LRM 51 3 0 06 Jan 2025