Title
Learning to Reason without External Rewards Xuandong Zhao Zhewei Kang Aosong Feng Sergey Levine Dawn Song OffRL ReLM LRM 64 2 0 26 May 2025
VideoGameBench: Can Vision-Language Models complete popular video games? Alex Zhang Thomas Griffiths Karthik Narasimhan Ofir Press VLM 59 0 0 23 May 2025
From Reasoning to Generalization: Knowledge-Augmented LLMs for ARC Benchmark Chao Lei Nir Lipovetzky Krista A. Ehinger Yanchuan Chang LRM 75 0 0 23 May 2025
Can AI Freelancers Compete? Benchmarking Earnings, Reliability, and Task Success at Scale David Noever Forrest McKee ELM 46 0 0 16 May 2025
CodeFlowBench: A Multi-turn, Iterative Benchmark for Complex Code Generation Sizhe Wang Ziyi Wang Dongsheng Ma Yongan Yu Rui Ling Zehan Li Feiyu Xiong Weinan Zhang LRM 100 0 0 30 Apr 2025
Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning Minju Seo Jinheon Baek Seongyun Lee Sung Ju Hwang AI4CE 105 3 0 24 Apr 2025
Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection MingShan Liu Shi Bo Jialing Fang LRM 46 2 0 13 Apr 2025
RETROcode: Leveraging a Code Database for Improved Natural Language to Code Generation Nathanael Beau Benoît Crabbé 70 0 0 08 Apr 2025
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use Anna Goldie Azalia Mirhoseini Hao Zhou Irene Cai Christopher D. Manning SyDa OffRL ReLM LRM 139 5 0 07 Apr 2025
MG-Gen: Single Image to Motion Graphics Generation with Layer Decomposition Takahiro Shirakawa Tomoyuki Suzuki Daichi Haraguchi VGen 71 0 0 03 Apr 2025
Do We Truly Need So Many Samples? Multi-LLM Repeated Sampling Efficiently Scales Test-Time Compute Jianhao Chen Zishuo Xun Bocheng Zhou Han Qi Qiaosheng Zhang ... Wei Hu Yuzhong Qu W. Ouyang Wanli Ouyang Shuyue Hu 107 2 0 01 Apr 2025
Effective Skill Unlearning through Intervention and Abstention Yongce Li Chung-En Sun Tsui-Wei Weng MU 351 0 0 27 Mar 2025
Fully Autonomous Programming using Iterative Multi-Agent Debugging with Large Language Models Anastasiia Grishina Vadim Liventsev Aki Härmä Leon Moonen ELM 130 0 0 10 Mar 2025
PennyLang: Pioneering LLM-Based Quantum Code Generation with a Novel PennyLane-Centric Dataset Haider Asif Abdul Basit Nouhaila Innan Muhammad Kashif Alberto Marchisio Muhammad Shafique Muhammad Shafique 91 1 0 04 Mar 2025
MutaGReP: Execution-Free Repository-Grounded Plan Search for Code-Use Zaid Khan Ali Farhadi Ranjay Krishna Luca Weihs Joey Tianyi Zhou Tanmay Gupta 58 0 0 21 Feb 2025
How Efficient is LLM-Generated Code? A Rigorous & High-Standard Benchmark Ruizhong Qiu Weiliang Will Zeng Hanghang Tong James Ezick Christopher Lott 135 19 0 20 Feb 2025
DeepRTL: Bridging Verilog Understanding and Generation with a Unified Representation Model Yi Liu Changran Xu Yunhao Zhou Zhiyu Li Qiang Xu VLM 88 4 0 20 Feb 2025
Preference Optimization for Reasoning with Pseudo Feedback Fangkai Jiao Geyang Guo Xingxing Zhang Nancy F. Chen Shafiq Joty Furu Wei LRM 160 12 0 17 Feb 2025
LeDex: Training LLMs to Better Self-Debug and Explain Code Nan Jiang Xiaopeng Li Shiqi Wang Qiang Zhou Soneya Binta Hossain Baishakhi Ray Varun Kumar Xiaofei Ma Anoop Deoras LRM 116 14 0 17 Feb 2025
Evaluating Step-by-step Reasoning Traces: A Survey Jinu Lee Julia Hockenmaier LRM ELM 82 2 0 17 Feb 2025
SURGE: On the Potential of Large Language Models as General-Purpose Surrogate Code Executors Bohan Lyu Siqiao Huang Zichen Liang Qi-An Sun Jiaming Zhang ELM LRM 83 0 0 16 Feb 2025
KernelBench: Can LLMs Write Efficient GPU Kernels? Anne Ouyang Simon Guo Simran Arora Alex L. Zhang William Hu Christopher Ré Azalia Mirhoseini ALM 99 3 0 14 Feb 2025
Logical forms complement probability in understanding language model (and human) performance Yixuan Wang Freda Shi ReLM LRM 125 2 0 13 Feb 2025
CSR-Bench: Benchmarking LLM Agents in Deployment of Computer Science Research Repositories Yijia Xiao Runhui Wang Luyang Kong Davor Golac Wei Wang LLMAG 365 1 0 10 Feb 2025
Provably Overwhelming Transformer Models with Designed Inputs Lev Stambler Seyed Sajjad Nezhadi Matthew Coudron 104 1 0 09 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 109 2 0 08 Feb 2025
The Best Instruction-Tuning Data are Those That Fit Dylan Zhang Qirun Dai Hao Peng ALM 163 6 0 06 Feb 2025
LLM Program Optimization via Retrieval Augmented Search Sagnik Anupam Alexander Shypula Osbert Bastani 172 1 0 31 Jan 2025
Turbulence: Systematically and Automatically Testing Instruction-Tuned Large Language Models for Code Shahin Honarvar Mark van der Wilk Alastair Donaldson 142 8 0 28 Jan 2025
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation Ziyao Zhang Yanlin Wang Chong Wang Jiachi Chen Zibin Zheng 156 18 0 20 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 201 278 0 03 Jan 2025
CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings Shanghaoran Quan Jiaxi Yang Bowen Yu Jian Xu Dayiheng Liu ... Zeyu Cui Yang Fan Yanzhe Zhang Binyuan Hui Junyang Lin ALM ELM LRM 102 24 0 02 Jan 2025
Zero-Shot Strategies for Length-Controllable Summarization Fabian Retkowski A. Waibel 101 3 0 31 Dec 2024
WarriorCoder: Learning from Expert Battles to Augment Code Large Language Models Huawen Feng Pu Zhao Qingfeng Sun Can Xu Fangkai Yang ... Qianli Ma Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang AAML ALM 93 0 0 23 Dec 2024
Planning-Driven Programming: A Large Language Model Programming Workflow Chao Lei Yanchuan Chang Nir Lipovetzky Krista A. Ehinger 132 4 0 21 Nov 2024
MdEval: Massively Multilingual Code Debugging Shukai Liu Linzheng Chai Jian Yang Jiajun Shi He Zhu ... Yu Hao Liqun Yang Guanglin Niu Ge Zhang Zheng Li LRM ELM 113 6 0 04 Nov 2024
Demo-Craft: Using In-Context Learning to Improve Code Generation in Large Language Models Nirmal Joshua Kapu Mihit Sreejith 53 0 0 30 Oct 2024
FALCON: Feedback-driven Adaptive Long/short-term memory reinforced Coding Optimization system Zeyuan Li Yangfan He Lewei He Jianhui Wang Tianyu Shi Bin Lei Tianyu Shi Qiuwu Chen ALM 114 5 0 28 Oct 2024
SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement Antonis Antoniades Albert Örwall Kexun Zhang Yuxi Xie Anirudh Goyal William Yang Wang LLMAG 104 17 0 26 Oct 2024
Enhancing LLM Agents for Code Generation with Possibility and Pass-rate Prioritized Experience Replay Yuyang Chen Kaiyan Zhao Yiming Wang Ming Yang Jian Zhang Yan Li 117 1 0 16 Oct 2024
MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation S. Gorti Ilan Gofman Zhaoyan Liu Jiapeng Wu Noël Vouitsis Guangwei Yu Jesse C. Cresswell Rasa Hosseinzadeh SyDa 83 9 0 16 Oct 2024
Multi-Task Program Error Repair and Explanatory Diagnosis Zhenyu Xu Victor S. Sheng KELM LRM 129 0 0 09 Oct 2024
Training Language Models on Synthetic Edit Sequences Improves Code Synthesis Ulyana Piterbarg Lerrel Pinto Rob Fergus SyDa 53 2 0 03 Oct 2024
Integrative Decoding: Improve Factuality via Implicit Self-consistency Yi Cheng Xiao Liang Yeyun Gong Wen Xiao Song Wang ... Wenjie Li Jian Jiao Qi Chen Peng Cheng Wayne Xiong HILM 83 2 0 02 Oct 2024
TypedThinker: Diversify Large Language Model Reasoning with Typed Thinking Danqing Wang Jianxin Ma Fei Fang Lei Li LLMAG LRM 369 0 0 02 Oct 2024
Compositional Hardness of Code in Large Language Models -- A Probabilistic Perspective Yotam Wolf Binyamin Rothberg Dorin Shteyman Amnon Shashua 57 0 0 26 Sep 2024
Code Generation and Algorithmic Problem Solving Using Llama 3.1 405B Aniket Deroy Subhankar Maity 121 4 0 26 Sep 2024
What can Large Language Models Capture about Code Functional Equivalence? Nickil Maveli Antonio Vergari Shay B. Cohen 66 3 0 20 Aug 2024
Can Large Language Models Understand Symbolic Graphics Programs? Zeju Qiu Weiyang Liu Haiwen Feng Zhen Liu Tim Z. Xiao Katherine M. Collins J. Tenenbaum Adrian Weller Michael J. Black Bernhard Schölkopf 93 12 0 15 Aug 2024
AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models Lei Ren Haiteng Wang Yang Tang Yang Tang Chunhua Yang AI4TS AI4CE 85 5 0 16 Jul 2024