大模型推理能力

Xmodel-2 Technical Report

Wang Qun, Liu Yang, Lin Qingquan, Qu Zhijiu, Jiang Ling

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

NeSyCoCo: A Neuro-Symbolic Concept Composer for Compositional Generalization

Danial Kamali, Elham J. Barezi, Parisa Kordjamshidi

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments AAAI 2025 Project Page: https://iamdanialkamali.github.io/publication/neuro-symbolic-concept-composer

Anchoring Bias in Large Language Models: An Experimental Study

Jiaxu Lou, Yifan Sun

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.CL

Transformers Can Navigate Mazes With Multi-Step Prediction

Niklas Nolte, Ouail Kitouni, Adina Williams, Mike Rabbat, Mark Ibrahim

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.LG

Comments 20 pages, 15 figures

Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health

Vivek Kumar, Eirini Ntoutsi, Pushpraj Singh Rajawat, Giacomo Medda, Diego Reforgiato Recupero

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments International Conference on Natural Language Processing and Artificial Intelligence for Cyber Security (NLPAICS) 2024

Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment

Congzhi Zhang, Linhai Zhang, Jialong Wu, Yulan He, Deyu Zhou

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.CL

Comments Accepted by AAAI 2025

GraphInsight: Unlocking Insights in Large Language Models for Graph Structure Understanding

Yukun Cao, Shuo Han, Zengyi Gao, Zezhong Ding, Xike Xie, S. Kevin Zhou

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Artificial Intelligence without Restriction Surpassing Human Intelligence with Probability One: Theoretical Insight into Secrets of the Brain with AI Twins of the Brain

Guang-Bin Huang, M. Brandon Westover, Eng-King Tan, Haibo Wang, Dongshun Cui, Wei-Ying Ma, Tiantong Wang, Qi He, Haikun Wei, Ning Wang, Qiyuan Tian, Kwok-Yan Lam, Xin Yao, Tien Yin Wong

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Accepted by journal Neurocomputing

Assessing the Impact of Conspiracy Theories Using Large Language Models

Bohan Jiang, Dawei Li, Zhen Tan, Xinyi Zhou, Ashwin Rao, Kristina Lerman, H. Russell Bernard, Huan Liu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Benchmarking Vision, Language, & Action Models on Robotic Learning Tasks

Pranav Guruprasad, Harshvardhan Sikka, Jaewoo Song, Yangyue Wang, Paul Pu Liang

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.LG

Comments 16 Pages, 10 Figures

CHIRON: Rich Character Representations in Long-Form Narratives

Alexander Gurung, Mirella Lapata

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Connecting Large Language Models with Blockchain: Advancing the Evolution of Smart Contracts from Automation to Intelligence

Youquan Xian, Xueying Zeng, Duancheng Xuan, Danping Yang, Chunpei Li, Peng Fan, Peng Liu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments 10 pages, 8 figures

Pragmatic Metacognitive Prompting Improves LLM Performance on Sarcasm Detection

Joshua Lee, Wyatt Fong, Alexander Le, Sur Shah, Kevin Han, Kevin Zhu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments Accepted at COLING 2024, CHum Workshop

An Effective Framework to Help Large Language Models Handle Numeric-involved Long-context Tasks

Yijiong Yu

专题命中 复杂问题求解 ：CoT(abstract)；分类 cs.CL

Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image Restorers

Jin Cao, Deyu Meng, Xiangyong Cao

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.AI

Comments code: https://github.com/toummHus/Chain-of-Restoration

Dynamic Prompt Middleware: Contextual Prompt Refinement Controls for Comprehension Tasks

Ian Drosos, Jack Williams, Advait Sarkar, Nicholas Wilson

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

LLMs4Life: Large Language Models for Ontology Learning in Life Sciences

Nadeen Fathallah, Steffen Staab, Alsayed Algergawy

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Exploring Cognition through Morphological Info-Computational Framework

Gordana Dodig-Crnkovic

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Safe to Serve: Aligning Instruction-Tuned Models for Safety and Helpfulness

Avinash Amballa, Durga Sandeep Saluru, Gayathri Akkinapalli, Abhishek Sureddy, Akshay Kumar Sureddy

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments 18 pages

Plots Unlock Time-Series Understanding in Multimodal Models

Mayank Daswani, Mathias M. J. Bellaiche, Marc Wilson, Desislav Ivanov, Mikhail Papkov, Eva Schnider, Jing Tang, Kay Lamerigts, Gabriela Botea, Michael A. Sanchez, Yojan Patel, Shruthi Prabhakara, Shravya Shetty, Umesh Telang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments 57 pages

Paralinguistics-Aware Speech-Empowered Large Language Models for Natural Conversation

Heeseung Kim, Soonshin Seo, Kyeongseok Jeong, Ohsung Kwon, Soyoon Kim, Jungwhan Kim, Jaehong Lee, Eunwoo Song, Myungwoo Oh, Jung-Woo Ha, Sungroh Yoon, Kang Min Yoo

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments NeurIPS 2024, Project Page: https://unifiedsdm.github.io/

Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models

Yao Fu, Yin Yu, Xiaotian Han, Runchao Li, Xianxuan Long, Haotian Yu, Pan Li

专题命中 复杂问题求解 ：self-correction(abstract)；分类 cs.CL

Comments Work in progress

AgentDojo: A Dynamic Environment to Evaluate Prompt Injection Attacks and Defenses for LLM Agents

Edoardo Debenedetti, Jie Zhang, Mislav Balunović, Luca Beurer-Kellner, Marc Fischer, Florian Tramèr

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

Comments Updated version after fixing a bug in the Llama implementation and updating the travel suite

ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models

Junzhe Chen, Tianshu Zhang, Shiyu Huang, Yuwei Niu, Linfeng Zhang, Lijie Wen, Xuming Hu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Beyond Visual Understanding: Introducing PARROT-360V for Vision Language Model Benchmarking

Harsha Vardhan Khurdula, Basem Rizk, Indus Khaitan, Janit Anjaria, Aviral Srivastava, Rajvardhan Khaitan

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments 7 pages, 4 figures, Accepted at COLING 2025

AgentSense: Benchmarking Social Intelligence of Language Agents through Interactive Scenarios

Xinyi Mou, Jingcong Liang, Jiayu Lin, Xinnong Zhang, Xiawei Liu, Shiyue Yang, Rong Ye, Lei Chen, Haoyu Kuang, Xuanjing Huang, Zhongyu Wei

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

GIS Copilot: Towards an Autonomous GIS Agent for Spatial Analysis

Temitope Akinboyewa, Zhenlong Li, Huan Ning, M. Naser Lessani

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

A Multimodal Approach to The Detection and Classification of Skin Diseases

Allen Yang, Edward Yang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

No Free Delivery Service: Epistemic limits of passive data collection in complex social systems

Maximilian Nickel

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments To appear in NeurIPS'24

A Survey on Compositional Learning of AI Models: Theoretical and Experimental Practices

Sania Sinha, Tanawan Premsri, Parisa Kordjamshidi

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Journal ref Transactions of Machine Learning Research, 2024