大模型推理能力

Large Language Model (LLM) for Standard Cell Layout Design Optimization

Chia-Tung Ho, Haoxing Ren

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

Comments 6 pages, 8 figures, IEEE International Workshop on LLM-Aided Design (LAD'24)

LLark: A Multimodal Instruction-Following Language Model for Music

Josh Gardner, Simon Durand, Daniel Stoller, Rachel M. Bittner

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

Comments ICML camera-ready version

A Joint Study of Phrase Grounding and Task Performance in Vision and Language Models

Noriyuki Kojima, Hadar Averbuch-Elor, Yoav Artzi

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

Comments This was published in TMLR in 2024, on January 24th

Before Generation, Align it! A Novel and Effective Strategy for Mitigating Hallucinations in Text-to-SQL Generation

Ge Qu, Jinyang Li, Bowen Li, Bowen Qin, Nan Huo, Chenhao Ma, Reynold Cheng

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

Comments Accepted to ACL Findings 2024

Coaching Copilot: Blended Form of an LLM-Powered Chatbot and a Human Coach to Effectively Support Self-Reflection for Leadership Growth

Riku Arakawa, Hiromu Yakura

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

Comments Accepted by the International ACM Conversational User Interfaces Conference (CUI '24)

Archimedes-AUEB at SemEval-2024 Task 5: LLM explains Civil Procedure

Odysseas S. Chlapanis, Ion Androutsopoulos, Dimitrios Galanis

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

Comments To be published in SemEval-2024

Prompt Design and Engineering: Introduction and Advanced Methods

Xavier Amatriain

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

Identifying Fairness Issues in Automatically Generated Testing Content

Kevin Stowe, Benny Longwill, Alyssa Francis, Tatsuya Aoyama, Debanjan Ghosh, Swapna Somasundaran

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

Comments 19 pages, 4 figures, accepted to the 19th Workshop on Innovative Use of NLP for Building Educational Applications

Large Language Models for Networking: Workflow, Advances and Challenges

Chang Liu, Xiaohui Xie, Xinggong Zhang, Yong Cui

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

Beyond Accuracy: Investigating Error Types in GPT-4 Responses to USMLE Questions

Soumyadeep Roy, Aparup Khatua, Fatemeh Ghoochani, Uwe Hadler, Wolfgang Nejdl, Niloy Ganguly

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

Comments 10 pages, 4 figures. Accepted for publication at the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2024)

AgentsCoDriver: Large Language Model Empowered Collaborative Driving with Lifelong Learning

Senkang Hu, Zhengru Fang, Zihan Fang, Yiqin Deng, Xianhao Chen, Yuguang Fang

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

Sample Design Engineering: An Empirical Study of What Makes Good Downstream Fine-Tuning Samples for LLMs

Biyang Guo, He Wang, Wenyilin Xiao, Hong Chen, Zhuxin Lee, Songqiao Han, Hailiang Huang

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

Comments 23 pages, 12 figures, 14 tables

Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation

Ziyan Wang, Yingpeng Du, Zhu Sun, Haoyan Chua, Kaidong Feng, Wenya Wang, Jie Zhang

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

Comments 11 pages, 4 figures

GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding

Stefan Dernbach, Khushbu Agarwal, Alejandro Zuniga, Michael Henry, Sutanay Choudhury

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

Comments Published in AAAI Spring Symposium: AAAI-MAKE 2024

When Hindsight is Not 20/20: Testing Limits on Reflective Thinking in Large Language Models

Yanhong Li, Chenghao Yang, Allyson Ettinger

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

Comments NAACL 2024 Findings paper (Camera-Ready Version)

GPT as Psychologist? Preliminary Evaluations for GPT-4V on Visual Affective Computing

Hao Lu, Xuesong Niu, Jiyao Wang, Yin Wang, Qingyong Hu, Jiaqi Tang, Yuting Zhang, Kaishen Yuan, Bin Huang, Zitong Yu, Dengbo He, Shuiguang Deng, Hao Chen, Yingcong Chen, Shiguang Shan

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

Exploring Autonomous Agents through the Lens of Large Language Models: A Review

Saikat Barua

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

Comments 47 pages, 5 figures

GenEARL: A Training-Free Generative Framework for Multimodal Event Argument Role Labeling

Hritik Bansal, Po-Nien Kung, P. Jeffrey Brantingham, Kai-Wei Chang, Nanyun Peng

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

Comments 20 pages, 15 Figures, 13 figures

Struc-Bench: Are Large Language Models Really Good at Generating Complex Structured Data?

Xiangru Tang, Yiming Zong, Jason Phang, Yilun Zhao, Wangchunshu Zhou, Arman Cohan, Mark Gerstein

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

What Can Transformer Learn with Varying Depth? Case Studies on Sequence Learning Tasks

Xingwu Chen, Difan Zou

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

Efficient End-to-End Visual Document Understanding with Rationale Distillation

Wang Zhu, Alekh Agarwal, Mandar Joshi, Robin Jia, Jesse Thomason, Kristina Toutanova

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

Comments Accepted by NAACL 2024

IterAlign: Iterative Constitutional Alignment of Large Language Models

Xiusi Chen, Hongzhi Wen, Sreyashi Nag, Chen Luo, Qingyu Yin, Ruirui Li, Zheng Li, Wei Wang

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

Comments NAACL 2024

ShapeGrasp: Zero-Shot Task-Oriented Grasping with Large Language Models through Geometric Decomposition

Samuel Li, Sarthak Bhagat, Joseph Campbell, Yaqi Xie, Woojun Kim, Katia Sycara, Simon Stepputtis

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

Comments 8 pages

KGQuiz: Evaluating the Generalization of Encoded Knowledge in Large Language Models

Yuyang Bai, Shangbin Feng, Vidhisha Balachandran, Zhaoxuan Tan, Shiqi Lou, Tianxing He, Yulia Tsvetkov

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

Comments TheWebConf 2024

Interactive Continual Learning: Fast and Slow Thinking

Biqing Qi, Xingquan Chen, Junqi Gao, Dong Li, Jianxing Liu, Ligang Wu, Bowen Zhou

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

Comments Accepted to CVPR 2024

CORAL: Expert-Curated medical Oncology Reports to Advance Language Model Inference

Madhumita Sushil, Vanessa E. Kennedy, Divneet Mandair, Brenda Y. Miao, Travis Zack, Atul J. Butte

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

Comments Source code available at: https://github.com/MadhumitaSushil/OncLLMExtraction

Caveat Lector: Large Language Models in Legal Practice

Eliza Mik

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

Comments Vol 19 Rutgers Bus L R 2 2024 (forthcoming)

Which Modality should I use -- Text, Motif, or Image? : Understanding Graphs with Large Language Models

Debarati Das, Ishaan Gupta, Jaideep Srivastava, Dongyeop Kang

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

Cognition is All You Need -- The Next Layer of AI Above Large Language Models

Nova Spivack, Sam Douglas, Michelle Crames, Tim Connors

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

Comments 63 pages, 18 figures

Prompting Large Language Models for Counterfactual Generation: An Empirical Study

Yongqi Li, Mayi Xu, Xin Miao, Shen Zhou, Tieyun Qian

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

Comments Accepted to LREC-COLING 2024, camera ready version