大模型推理能力

Probing the Robustness of Vision-Language Pretrained Models: A Multimodal Adversarial Attack Approach

Jiwei Guan, Tianyu Ding, Longbing Cao, Lei Pan, Chen Wang, Xi Zheng

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

Semantic Skill Grounding for Embodied Instruction-Following in Cross-Domain Environments

Sangwoo Shin, Seunghyun Kim, Youngsoo Jang, Moontae Lee, Honguk Woo

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

Comments Findings of ACL-2024 Camera Ready Version

Simulating Field Experiments with Large Language Models

Yaoyu Chen, Yuheng Hu, Yingda Lu

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

Comments 17 pages, 5 figures, 6 tables

IIU: Independent Inference Units for Knowledge-based Visual Question Answering

Yili Li, Jing Yu, Keke Gai, Gang Xiong

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

Re-Thinking Process Mining in the AI-Based Agents Era

Alessandro Berti, Mayssa Maatallah, Urszula Jessen, Michal Sroka, Sonia Ayachi Ghannouchi

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

SAGA: A Participant-specific Examination of Story Alternatives and Goal Applicability for a Deeper Understanding of Complex Events

Sai Vallurupalli, Katrin Erk, Francis Ferraro

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

Comments Accepted to Findings of the Association for Computational Linguistics 2024

Visual cognition in multimodal large language models

Luca M. Schulze Buschoff, Elif Akata, Matthias Bethge, Eric Schulz

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

Comments Updated manuscript

TarGEN: Targeted Data Generation with Large Language Models

Himanshu Gupta, Kevin Scaria, Ujjwala Anantheswaran, Shreyas Verma, Mihir Parmar, Saurabh Arjun Sawant, Chitta Baral, Swaroop Mishra

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

Comments COLM 2024, 35 pages

Leveraging Inter-Chunk Interactions for Enhanced Retrieval in Large Language Model-Based Question Answering

Tiezheng Guo, Chen Wang, Yanyi Liu, Jiawei Tang, Pan Li, Sai Xu, Qingwen Yang, Xianlin Gao, Zhi Li, Yingyou Wen

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

UnifiedMLLM: Enabling Unified Representation for Multi-modal Multi-tasks With Large Language Model

Zhaowei Li, Wei Wang, YiQing Cai, Xu Qi, Pengyu Wang, Dong Zhang, Hang Song, Botian Jiang, Zhida Huang, Tao Wang

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

Pyramid Coder: Hierarchical Code Generator for Compositional Visual Question Answering

Ruoyue Shen, Nakamasa Inoue, Koichi Shinoda

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

Comments Accepted to the IEEE International Conference on Image Processing (IEEE ICIP) 2024

In-Context Learning Improves Compositional Understanding of Vision-Language Models

Matteo Nulli, Anesa Ibrahimi, Avik Pal, Hoshe Lee, Ivona Najdenkoska

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

KoMA: Knowledge-driven Multi-agent Framework for Autonomous Driving with Large Language Models

Kemou Jiang, Xuan Cai, Zhiyong Cui, Aoyong Li, Yilong Ren, Haiyang Yu, Hao Yang, Daocheng Fu, Licheng Wen, Pinlong Cai

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

Comments 13 pages, 18 figures

Learning From Correctness Without Prompting Makes LLM Efficient Reasoner

Yuxuan Yao, Han Wu, Zhijiang Guo, Biyan Zhou, Jiahui Gao, Sichun Luo, Hanxu Hou, Xiaojin Fu, Linqi Song

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

Comments Accepted to COLM 2024

Skills-in-Context Prompting: Unlocking Compositionality in Large Language Models

Jiaao Chen, Xiaoman Pan, Dian Yu, Kaiqiang Song, Xiaoyang Wang, Dong Yu, Jianshu Chen

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

Controllable Contextualized Image Captioning: Directing the Visual Narrative through User-Defined Highlights

Shunqi Mao, Chaoyi Zhang, Hang Su, Hwanjun Song, Igor Shalyminov, Weidong Cai

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

Comments ECCV 2024

ProLLM: Protein Chain-of-Thoughts Enhanced LLM for Protein-Protein Interaction Prediction

Mingyu Jin, Haochen Xue, Zhenting Wang, Boming Kang, Ruosong Ye, Kaixiong Zhou, Mengnan Du, Yongfeng Zhang

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

Comments Accepted by COLM 2024

Problem-Solving in Language Model Networks

Ciaran Regan, Alexandre Gournail, Mizuki Oka

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

Comments 8 pages, 2024 Conference on Artificial Life

Lucy: Think and Reason to Solve Text-to-SQL

Nina Narodytska, Shay Vargaftik

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

Visualizing Dialogues: Enhancing Image Selection through Dialogue Understanding with Large Language Models

Chang-Sheng Kao, Yun-Nung Chen

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

An Outline of Prognostics and Health Management Large Model: Concepts, Paradigms, and Challenges

Laifa Tao, Shangyu Li, Haifei Liu, Qixuan Huang, Liang Ma, Guoao Ning, Yiling Chen, Yunlong Wu, Bin Li, Weiwei Zhang, Zhengduo Zhao, Wenchao Zhan, Wenyan Cao, Chao Wang, Hongmei Liu, Jian Ma, Mingliang Suo, Yujie Cheng, Yu Ding, Dengwei Song, Chen Lu

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

GraphWiz: An Instruction-Following Language Model for Graph Problems

Nuo Chen, Yuhan Li, Jianheng Tang, Jia Li

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

Comments 27pages, 15 tables

Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration

Shangbin Feng, Weijia Shi, Yike Wang, Wenxuan Ding, Vidhisha Balachandran, Yulia Tsvetkov

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

Comments ACL 2024

SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation

Zijun Yao, Weijian Qi, Liangming Pan, Shulin Cao, Linmei Hu, Weichuan Liu, Lei Hou, Juanzi Li

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

DRAK: Unlocking Molecular Insights with Domain-Specific Retrieval-Augmented Knowledge in LLMs

Jinzhe Liu, Xiangsheng Huang, Zhuo Chen, Yin Fang

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

Comments Ongoing work; 11 pages, 6 Figures, 2 Tables

CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs

Zirui Wang, Mengzhou Xia, Luxi He, Howard Chen, Yitao Liu, Richard Zhu, Kaiqu Liang, Xindi Wu, Haotian Liu, Sadhika Malladi, Alexis Chevalier, Sanjeev Arora, Danqi Chen

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

Comments 121 pages, 90 figures

Beyond Text-to-SQL for IoT Defense: A Comprehensive Framework for Querying and Classifying IoT Threats

Ryan Pavlich, Nima Ebadi, Richard Tarbell, Billy Linares, Adrian Tan, Rachael Humphreys, Jayanta Kumar Das, Rambod Ghandiparsi, Hannah Haley, Jerris George, Rocky Slavin, Kim-Kwang Raymond Choo, Glenn Dietrich, Anthony Rios

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

RecExplainer: Aligning Large Language Models for Explaining Recommendation Models

Yuxuan Lei, Jianxun Lian, Jing Yao, Xu Huang, Defu Lian, Xing Xie

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

Comments 12 pages, 9 figures, 5 tables

LEMMA: Towards LVLM-Enhanced Multimodal Misinformation Detection with External Knowledge Augmentation

Keyang Xuan, Li Yi, Fan Yang, Ruochen Wu, Yi R. Fung, Heng Ji

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

Multi-stage Large Language Model Correction for Speech Recognition

Jie Pu, Thai-Son Nguyen, Sebastian Stüker

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