大模型推理能力

Can Hallucination Correction Improve Video-Language Alignment?

Lingjun Zhao, Mingyang Xie, Paola Cascante-Bonilla, Hal Daumé, Kwonjoon Lee

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

OpenSearch-SQL: Enhancing Text-to-SQL with Dynamic Few-shot and Consistency Alignment

Xiangjin Xie, Guangwei Xu, Lingyan Zhao, Ruijie Guo

专题命中 其他推理 ：CoT(abstract)；分类 cs.CL、cs.AI

Comments 15 pages

Are Large Language Models In-Context Graph Learners?

Jintang Li, Ruofan Wu, Yuchang Zhu, Huizhe Zhang, Liang Chen, Zibin Zheng

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Preprint, under review

SparAMX: Accelerating Compressed LLMs Token Generation on AMX-powered CPUs

Ahmed F. AbouElhamayed, Jordan Dotzel, Yash Akhauri, Chi-Chih Chang, Sameh Gobriel, J. Pablo Muñoz, Vui Seng Chua, Nilesh Jain, Mohamed S. Abdelfattah

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering

Zhongwu Chen, Chengjin Xu, Dingmin Wang, Zhen Huang, Yong Dou, Xuhui Jiang, Jian Guo

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Artificial Intelligence in Spectroscopy: Advancing Chemistry from Prediction to Generation and Beyond

Kehan Guo, Yili Shen, Gisela Abigail Gonzalez-Montiel, Yue Huang, Yujun Zhou, Mihir Surve, Zhichun Guo, Prayel Das, Nitesh V Chawla, Olaf Wiest, Xiangliang Zhang

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

MAGNET: Augmenting Generative Decoders with Representation Learning and Infilling Capabilities

Savya Khosla, Aditi Tiwari, Kushal Kafle, Simon Jenni, Handong Zhao, John Collomosse, Jing Shi

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Mind the Gaps: Logical English, Prolog, and Multi-agent Systems for Autonomous Vehicles

Galileo Sartor, Adam Wyner, Giuseppe Contissa

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments In Proceedings ICLP 2024, arXiv:2502.08453

Journal ref EPTCS 416, 2025, pp. 111-124

LLM Pretraining with Continuous Concepts

Jihoon Tack, Jack Lanchantin, Jane Yu, Andrew Cohen, Ilia Kulikov, Janice Lan, Shibo Hao, Yuandong Tian, Jason Weston, Xian Li

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

Don't Just Demo, Teach Me the Principles: A Principle-Based Multi-Agent Prompting Strategy for Text Classification

Peipei Wei, Dimitris Dimitriadis, Yan Xu, Mingwei Shen

专题命中 其他推理 ：CoT(abstract)；分类 cs.CL、cs.AI

Comments To be published in AAAI 2025 Workshop on Advancing LLM-Based Multi-Agent Collaboration

KBLaM: Knowledge Base augmented Language Model

Xi Wang, Taketomo Isazawa, Liana Mikaelyan, James Hensman

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

LLMs Can Teach Themselves to Better Predict the Future

Benjamin Turtel, Danny Franklin, Philipp Schoenegger

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Extracting and Understanding the Superficial Knowledge in Alignment

Runjin Chen, Gabriel Jacob Perin, Xuxi Chen, Xilun Chen, Yan Han, Nina S. T. Hirata, Junyuan Hong, Bhavya Kailkhura

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

LLM-KT: Aligning Large Language Models with Knowledge Tracing using a Plug-and-Play Instruction

Ziwei Wang, Jie Zhou, Qin Chen, Min Zhang, Bo Jiang, Aimin Zhou, Qinchun Bai, Liang He

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

LAST SToP For Modeling Asynchronous Time Series

Shubham Gupta, Thibaut Durand, Graham Taylor, Lilian W. Białokozowicz

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

PSSD: Making Large Language Models Self-denial via Human Psyche Structure

Jinzhi Liao, Zenghua Liao, Xiang Zhao

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments WWW '25

Dr. SoW: Density Ratio of Strong-over-weak LLMs for Reducing the Cost of Human Annotation in Preference Tuning

Guangxuan Xu, Kai Xu, Shivchander Sudalairaj, Hao Wang, Akash Srivastava

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Hybrid Graphs for Table-and-Text based Question Answering using LLMs

Ankush Agarwal, Ganesh S, Chaitanya Devaguptapu

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted at NAACL 2025 Main Track

PrefixQuant: Eliminating Outliers by Prefixed Tokens for Large Language Models Quantization

Mengzhao Chen, Yi Liu, Jiahao Wang, Yi Bin, Wenqi Shao, Ping Luo

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments PrefixQuant improves quantization accuracy across various precision and quantization settings

Top Ten Challenges Towards Agentic Neural Graph Databases

Jiaxin Bai, Zihao Wang, Yukun Zhou, Hang Yin, Weizhi Fei, Qi Hu, Zheye Deng, Jiayang Cheng, Tianshi Zheng, Hong Ting Tsang, Yisen Gao, Zhongwei Xie, Yufei Li, Lixin Fan, Binhang Yuan, Wei Wang, Lei Chen, Xiaofang Zhou, Yangqiu Song

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 12 Pages

Beyond Specialization: Assessing the Capabilities of MLLMs in Age and Gender Estimation

Maksim Kuprashevich, Grigorii Alekseenko, Irina Tolstykh

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Recommender Systems in the Era of Large Language Models (LLMs)

Zihuai Zhao, Wenqi Fan, Jiatong Li, Yunqing Liu, Xiaowei Mei, Yiqi Wang, Zhen Wen, Fei Wang, Xiangyu Zhao, Jiliang Tang, Qing Li

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted by IEEE TKDE

Journal ref IEEE Transactions on Knowledge and Data Engineering, vol. 36, no. 11, pp. 6889-6907, Nov. 2024

Visual RAG: Expanding MLLM visual knowledge without fine-tuning

Mirco Bonomo, Simone Bianco

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

A Survey on Responsible LLMs: Inherent Risk, Malicious Use, and Mitigation Strategy

Huandong Wang, Wenjie Fu, Yingzhou Tang, Zhilong Chen, Yuxi Huang, Jinghua Piao, Chen Gao, Fengli Xu, Tao Jiang, Yong Li

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities

Jin Chen, Zheng Liu, Xu Huang, Chenwang Wu, Qi Liu, Gangwei Jiang, Yuanhao Pu, Yuxuan Lei, Xiaolong Chen, Xingmei Wang, Defu Lian, Enhong Chen

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Active Rule Mining for Multivariate Anomaly Detection in Radio Access Networks

Ebenezer R. H. P. Isaac, Joseph H. R. Isaac

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Multimodal Multihop Source Retrieval for Web Question Answering

Navya Yarrabelly, Saloni Mittal

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments arXiv admin note: text overlap with arXiv:2010.03604 by other authors

KG-CF: Knowledge Graph Completion with Context Filtering under the Guidance of Large Language Models

Zaiyi Zheng, Yushun Dong, Song Wang, Haochen Liu, Qi Wang, Jundong Li

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 6 pages

Exploring Information Processing in Large Language Models: Insights from Information Bottleneck Theory

Zhou Yang, Zhengyu Qi, Zhaochun Ren, Zhikai Jia, Haizhou Sun, Xiaofei Zhu, Xiangwen Liao

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 9 pages, 9 figures, 3 tables

GS-KGC: A Generative Subgraph-based Framework for Knowledge Graph Completion with Large Language Models

Rui Yang, Jiahao Zhu, Jianping Man, Hongze Liu, Li Fang, Yi Zhou

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI