Improving LLM Reasoning through Scaling Inference Computation with
Collaborative Verification

Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification

5 October 2024

Ye Liu

Xiangliang Zhang

Yingbo Zhou

Papers citing "Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification"

14 / 14 papers shown

Title
UserCentrix: An Agentic Memory-augmented AI Framework for Smart Spaces Alaa Saleh Sasu Tarkoma Praveen Kumar Donta Naser Hossein Motlagh Schahram Dustdar Susanna Pirttikangas Lauri Lovén 39 0 0 01 May 2025
Training Small Reasoning LLMs with Cognitive Preference Alignment Wenrui Cai Chengyu Wang Junbing Yan Jun Huang Xiangzhong Fang LRM 26 0 0 14 Apr 2025
Entropy-Aware Branching for Improved Mathematical Reasoning Xianzhi Li Ethan Callanan Xiaodan Zhu Mathieu Sibue Antony Papadimitriou Mahmoud Mahfouz Zhiqiang Ma Xiaomo Liu LRM 32 0 0 27 Mar 2025
RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration Hong Qing Yu Frank McQuade 41 1 0 14 Mar 2025
LADs: Leveraging LLMs for AI-Driven DevOps Ahmad Faraz Khan A. Khan Anas Mohamed Haider Ali Suchithra Moolinti Sabaat Haroon Usman Tahir Mattia Fazzini A. R. Butt A. Anwar 46 0 0 28 Feb 2025
VeriPlan: Integrating Formal Verification and LLMs into End-User Planning Christine P. Lee David J. Porfirio Xinyu Jessica Wang Kevin Zhao Bilge Mutlu 74 1 0 25 Feb 2025
DISC: Dynamic Decomposition Improves LLM Inference Scaling Jonathan Light Wei Cheng Wu Yue Masafumi Oyamada Mengdi Wang Santiago Paternain Haifeng Chen ReLM LRM 53 1 0 23 Feb 2025
Integrating Expert Knowledge into Logical Programs via LLMs Franciszek Górski Oskar Wysocki Marco Valentino André Freitas 12 0 0 17 Feb 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 50 12 0 08 Jan 2025
Inference Scaling fLaws: The Limits of LLM Resampling with Imperfect Verifiers Benedikt Stroebl Sayash Kapoor Arvind Narayanan LRM 80 6 0 26 Nov 2024
Drowning in Documents: Consequences of Scaling Reranker Inference Mathew Jacob Erik Lindgren Matei A. Zaharia Michael Carbin Omar Khattab Andrew Drozdov OffRL 74 4 0 18 Nov 2024
GenEOL: Harnessing the Generative Power of LLMs for Training-Free Sentence Embeddings Raghuveer Thirukovalluru Bhuwan Dhingra 24 2 0 18 Oct 2024
Learning Algorithms Made Simple Noorbakhsh Amiri Golilarz Elias Hossain Abdoljalil Addeh Keyan Alexander Rahimi AAML 41 0 0 11 Oct 2024
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents Zhuosheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 14 51 0 20 Nov 2023