Title
Semantic Retention and Extreme Compression in LLMs: Can We Have Both? Stanislas Laborde Martin Cousseau Antoun Yaacoub Lionel Prevost MQ 9 0 0 12 May 2025
Measuring General Intelligence with Generated Games Vivek Verma David Huang William Chen Dan Klein Nicholas Tomlin ReLM ELM LM&MA LRM 21 0 0 12 May 2025
Direct Density Ratio Optimization: A Statistically Consistent Approach to Aligning Large Language Models Rei Higuchi Taiji Suzuki 17 0 0 12 May 2025
AttentionInfluence: Adopting Attention Head Influence for Weak-to-Strong Pretraining Data Selection Kai Hua Steven Wu Ge Zhang Ke Shen LRM 9 0 0 12 May 2025
xGen-small Technical Report Erik Nijkamp Bo Pang Egor Pakhomov Akash Gokul Jin Qu Silvio Savarese Yingbo Zhou Caiming Xiong LLMAG 36 0 0 10 May 2025
Unilogit: Robust Machine Unlearning for LLMs Using Uniform-Target Self-Distillation Stefan Vasilev Christian Herold Baohao Liao Seyyed Hadi Hashemi Shahram Khadivi Christof Monz MU 38 0 0 09 May 2025
Stability in Single-Peaked Strategic Resource Selection Games Henri Zeiler 17 0 0 09 May 2025
LiteLMGuard: Seamless and Lightweight On-Device Prompt Filtering for Safeguarding Small Language Models against Quantization-induced Risks and Vulnerabilities Kalyan Nakka Jimmy Dani Ausmit Mondal Nitesh Saxena AAML 13 0 0 08 May 2025
ICon: In-Context Contribution for Automatic Data Selection Yixin Yang Qingxiu Dong Linli Yao Fangwei Zhu Zhifang Sui 38 0 0 08 May 2025
Ultra-FineWeb: Efficient Data Filtering and Verification for High-Quality LLM Training Data Y. Wang Z. Fu Jie Cai Peijun Tang Hongya Lyu ... Jie Zhou Guoyang Zeng Chaojun Xiao Xu Han Zhiyuan Liu 39 0 0 08 May 2025
Rewriting Pre-Training Data Boosts LLM Performance in Math and Code Kazuki Fujii Yukito Tajima Sakae Mizuki Hinari Shimada Taihei Shiotani ... Kakeru Hattori Youmi Ma Hiroya Takamura Rio Yokota Naoaki Okazaki SyDa 45 0 0 05 May 2025
Understanding LLM Scientific Reasoning through Promptings and Model's Explanation on the Answers Alice Rueda Mohammed S. Hassan Argyrios Perivolaris Bazen G. Teferra Reza Samavi ... Y. Wu Y. Zhang Bo Cao Divya Sharma Sridhar Krishnan Venkat Bhat ELM LRM 43 0 0 02 May 2025
TRAVELER: A Benchmark for Evaluating Temporal Reasoning across Vague, Implicit and Explicit References Svenja Kenneweg J. Deigmöller Philipp Cimiano Julian Eggert 40 0 0 02 May 2025
Thoughts without Thinking: Reconsidering the Explanatory Value of Chain-of-Thought Reasoning in LLMs through Agentic Pipelines R. Manuvinakurike Emanuel Moss E. A. Watkins Saurav Sahay G. Raffa L. Nachman LRM 19 0 0 01 May 2025
ShorterBetter: Guiding Reasoning Models to Find Optimal Inference Length for Efficient Reasoning Jingyang Yi Jiazheng Wang ReLM OODD LRM 58 0 0 30 Apr 2025
Local Prompt Optimization Yash Jain Vishal Chowdhary 41 0 0 29 Apr 2025
Combatting Dimensional Collapse in LLM Pre-Training Data via Diversified File Selection Ziqing Fan Siyuan Du Shengchao Hu Pingjie Wang Li Shen Y. Zhang Dacheng Tao Y. Wang 41 1 0 29 Apr 2025
SAS-Prompt: Large Language Models as Numerical Optimizers for Robot Self-Improvement H. B. Amor L. Graesser Atil Iscen David B. DÁmbrosio Saminda Abeyruwan Alex Bewley Yifan Zhou Kamalesh Kalirathinam Swaroop Mishra Pannag R. Sanketi LLMAG LM&Ro LRM 94 0 0 29 Apr 2025
Can a Crow Hatch a Falcon? Lineage Matters in Predicting Large Language Model Performance Takuya Tamura Taro Yano Masafumi Enomoto M. Oyamada 34 0 0 28 Apr 2025
CipherBank: Exploring the Boundary of LLM Reasoning Capabilities through Cryptography Challenges Y. Li Qizhi Pei Mengyuan Sun Honglin Lin Chenlin Ming Xin Gao Jiang Wu C. He Lijun Wu ELM LRM 37 0 0 27 Apr 2025
An Empirical Study on Prompt Compression for Large Language Models Z. Zhang Jinyi Li Yihuai Lan X. Wang Hao Wang MQ 37 0 0 24 Apr 2025
MOOSComp: Improving Lightweight Long-Context Compressor via Mitigating Over-Smoothing and Incorporating Outlier Scores Fengwei Zhou Jiafei Song Wenjin Jason Li Gengjian Xue Zhikang Zhao Yichao Lu Bailin Na 12 0 0 23 Apr 2025
Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism Aviv Bick Eric P. Xing Albert Gu RALM 81 0 0 22 Apr 2025
Trillion 7B Technical Report Sungjun Han Juyoung Suk Suyeong An Hyungguk Kim Kyuseok Kim Wonsuk Yang Seungtaek Choi Jamin Shin 25 0 0 21 Apr 2025
ParaPO: Aligning Language Models to Reduce Verbatim Reproduction of Pre-training Data Tong Chen Faeze Brahman Jiacheng Liu Niloofar Mireshghallah Weijia Shi Pang Wei Koh Luke Zettlemoyer Hannaneh Hajishirzi 28 0 0 20 Apr 2025
MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space Yicheng Chen Yining Li Kai Hu Zerun Ma Haochen Ye Kai Chen 22 0 0 18 Apr 2025
Information Gain-Guided Causal Intervention for Autonomous Debiasing Large Language Models Zhouhao Sun Xiao Ding LI DU Yunpeng Xu Yixuan Ma Yang Zhao Bing Qin Ting Liu 17 0 0 17 Apr 2025
Dynamic Compressing Prompts for Efficient Inference of Large Language Models Jinwu Hu W. Zhang Yufeng Wang Yu Hu Bin Xiao Mingkui Tan Qing Du 14 0 0 15 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Z. Liu Shenglong Ye ... D. Lin Yu Qiao Jifeng Dai Wenhai Wang W. Wang MLLM VLM 63 6 1 14 Apr 2025
VDocRAG: Retrieval-Augmented Generation over Visually-Rich Documents Ryota Tanaka Taichi Iki Taku Hasegawa Kyosuke Nishida Kuniko Saito Jun Suzuki VLM 40 0 0 14 Apr 2025
Can the capability of Large Language Models be described by human ability? A Meta Study Mingrui Zan Yunquan Zhang Boyang Zhang Fangming Liu Daning Cheng ELM LM&MA 50 0 0 13 Apr 2025
Short-Path Prompting in LLMs: Analyzing Reasoning Instability and Solutions for Robust Performance Zuoli Tang Junjie Ou Kaiqin Hu Chunwei Wu Zhaoxin Huan Chilin Fu Xiaolu Zhang Jun Zhou Chenliang Li ReLM LRM 30 0 0 13 Apr 2025
Improving Multilingual Capabilities with Cultural and Local Knowledge in Large Language Models While Enhancing Native Performance Ram Mohan Rao Kadiyala Siddartha Pullakhandam Siddhant Gupta Drishti Sharma Jebish Purbey Kanwal Mehreen Muhammad Arham Hamza Farooq 27 0 0 13 Apr 2025
A Strategic Coordination Framework of Small LLMs Matches Large LLMs in Data Synthesis Xin Gao Qizhi Pei Zinan Tang Y. Li Honglin Lin Jiang Wu C. He Lijun Wu SyDa 28 0 0 11 Apr 2025
Playpen: An Environment for Exploring Learning Through Conversational Interaction Nicola Horst Davide Mazzaccara Antonia Schmidt Michael Sullivan Filippo Momentè ... Alexander Koller Oliver Lemon David Schlangen Mario Giulianelli Alessandro Suglia OffRL 29 0 0 11 Apr 2025
Do Reasoning Models Show Better Verbalized Calibration? Qingcheng Zeng Weihao Xuan Leyang Cui Rob Voigt LRM 18 0 0 09 Apr 2025
DeduCE: Deductive Consistency as a Framework to Evaluate LLM Reasoning Atharva Pandey Kshitij Dubey Rahul Sharma Amit Sharma ReLM ELM LRM 49 0 0 09 Apr 2025
SEA-LION: Southeast Asian Languages in One Network Raymond Ng Thanh Ngan Nguyen Yuli Huang Ngee Chia Tai Wai Yi Leong ... David Ong Tat-Wee B. Liu William-Chandra Tjhi Erik Cambria Leslie Teo 28 11 0 08 Apr 2025
Hogwild! Inference: Parallel LLM Generation via Concurrent Attention Gleb Rodionov Roman Garipov Alina Shutova George Yakushev Vage Egiazarian Anton Sinitsin Denis Kuznedelev Dan Alistarh LRM 27 1 0 08 Apr 2025
Encoder-Decoder Gemma: Improving the Quality-Efficiency Trade-Off via Adaptation Biao Zhang Fedor Moiseev Joshua Ainslie Paul Suganthan Min Ma Surya Bhupatiraju Fede Lebron Orhan Firat Armand Joulin Zhe Dong AI4CE 21 0 0 08 Apr 2025
GREATERPROMPT: A Unified, Customizable, and High-Performing Open-Source Toolkit for Prompt Optimization Wenliang Zheng Sarkar Snigdha Sarathi Das Yusen Zhang Rui Zhang 23 0 0 04 Apr 2025
Universal Collection of Euclidean Invariants between Pairs of Position-Orientations Gijs Bellaard B. Smets R. Duits 51 0 0 04 Apr 2025
When Reasoning Meets Compression: Benchmarking Compressed Large Reasoning Models on Complex Reasoning Tasks Nan Zhang Yusen Zhang Prasenjit Mitra Rui Zhang MQ LRM 44 2 0 02 Apr 2025
Representation Bending for Large Language Model Safety Ashkan Yousefpour Taeheon Kim Ryan S. Kwon Seungbeen Lee Wonje Jeung Seungju Han Alvin Wan Harrison Ngan Youngjae Yu Jonghyun Choi AAML ALM KELM 52 0 0 02 Apr 2025
TransforMerger: Transformer-based Voice-Gesture Fusion for Robust Human-Robot Communication Petr Vanc Karla Stepanova 30 0 0 02 Apr 2025
AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems Y. Yang Huacan Chai Shuai Shao Y. Song Siyuan Qi Renting Rui Weinan Zhang AIFin 38 0 0 01 Apr 2025
Zero-shot Benchmarking: A Framework for Flexible and Scalable Automatic Evaluation of Language Models José P. Pombal Nuno M. Guerreiro Ricardo Rei André F. T. Martins ALM 61 0 0 01 Apr 2025
Recitation over Reasoning: How Cutting-Edge Language Models Can Fail on Elementary School-Level Reasoning Problems? Kai Yan Yufei Xu Zhengyin Du Xuesong Yao Z. Wang Xiaowen Guo Jiecao Chen ReLM ELM LRM 87 3 0 01 Apr 2025
Efficient Inference for Large Reasoning Models: A Survey Y. Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 58 7 0 29 Mar 2025
SWI: Speaking with Intent in Large Language Models Yuwei Yin EunJeong Hwang Giuseppe Carenini LRM 44 0 0 27 Mar 2025