大模型推理能力

Foundational Models Defining a New Era in Vision: A Survey and Outlook

Muhammad Awais, Muzammal Naseer, Salman Khan, Rao Muhammad Anwer, Hisham Cholakkal, Mubarak Shah, Ming-Hsuan Yang, Fahad Shahbaz Khan

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

Comments Project page: https://github.com/awaisrauf/Awesome-CV-Foundational-Models

Drive Like a Human: Rethinking Autonomous Driving with Large Language Models

Daocheng Fu, Xin Li, Licheng Wen, Min Dou, Pinlong Cai, Botian Shi, Yu Qiao

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

Some challenges of calibrating differentiable agent-based models

Arnau Quera-Bofarull, Joel Dyer, Anisoara Calinescu, Michael Wooldridge

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

Comments Accepted at the ICML 2023 Differentiable Almost Everything Workshop

Unified Language Representation for Question Answering over Text, Tables, and Images

Bowen Yu, Cheng Fu, Haiyang Yu, Fei Huang, Yongbin Li

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

Comments Findings of ACL 2023

Interleaving Pre-Trained Language Models and Large Language Models for Zero-Shot NL2SQL Generation

Zihui Gu, Ju Fan, Nan Tang, Songyue Zhang, Yuxin Zhang, Zui Chen, Lei Cao, Guoliang Li, Sam Madden, Xiaoyong Du

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

Comments Working in progress

Extrapolating Multilingual Understanding Models as Multilingual Generators

Bohong Wu, Fei Yuan, Hai Zhao, Lei Li, Jingjing Xu

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

Boosting Value Decomposition via Unit-Wise Attentive State Representation for Cooperative Multi-Agent Reinforcement Learning

Qingpeng Zhao, Yuanyang Zhu, Zichuan Liu, Zhi Wang, Chunlin Chen

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

Pre-training Language Model as a Multi-perspective Course Learner

Beiduo Chen, Shaohan Huang, Zihan Zhang, Wu Guo, Zhenhua Ling, Haizhen Huang, Furu Wei, Weiwei Deng, Qi Zhang

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

Comments Accepted as Findings of ACL 2023

Decomposed Prompting: A Modular Approach for Solving Complex Tasks

Tushar Khot, Harsh Trivedi, Matthew Finlayson, Yao Fu, Kyle Richardson, Peter Clark, Ashish Sabharwal

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

Comments ICLR'23 Camera Ready

Knowledge Graphs: Opportunities and Challenges

Ciyuan Peng, Feng Xia, Mehdi Naseriparsa, Francesco Osborne

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

Comments 43pages, 5 figures, 3 tables

Generating multiple-choice questions for medical question answering with distractors and cue-masking

Damien Sileo, Kanimozhi Uma, Marie-Francine Moens

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

Importance Filtering with Risk Models for Complex Driving Situations

Tim Puphal, Raphael Wenzel, Benedict Flade, Malte Probst, Julian Eggert

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

Journal ref International Conference on Robotics and Automation Engineering (ICRAE 2022)

Augmented Language Models: a Survey

Grégoire Mialon, Roberto Dessì, Maria Lomeli, Christoforos Nalmpantis, Ram Pasunuru, Roberta Raileanu, Baptiste Rozière, Timo Schick, Jane Dwivedi-Yu, Asli Celikyilmaz, Edouard Grave, Yann LeCun, Thomas Scialom

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

Prompting for Multimodal Hateful Meme Classification

Rui Cao, Roy Ka-Wei Lee, Wen-Haw Chong, Jing Jiang

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

Comments Accepted in EMNLP, 2022

"John is 50 years old, can his son be 65?" Evaluating NLP Models' Understanding of Feasibility

Himanshu Gupta, Neeraj Varshney, Swaroop Mishra, Kuntal Kumar Pal, Saurabh Arjun Sawant, Kevin Scaria, Siddharth Goyal, Chitta Baral

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

Comments EACL 2023

Inching Towards Automated Understanding of the Meaning of Art: An Application to Computational Analysis of Mondrian's Artwork

Alex Doboli, Mahan Agha Zahedi, Niloofar Gholamrezaei

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

Comments 40 pages, 5 figures

Large Language Models are few(1)-shot Table Reasoners

Wenhu Chen

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

Comments Accepted to Findings of EACL 2023

Creative Problem Solving in Artificially Intelligent Agents: A Survey and Framework

Evana Gizzi, Lakshmi Nair, Sonia Chernova, Jivko Sinapov

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

Comments 46 pages (including appendix), 17 figures, under submission at Journal of Artificial Intelligence Research (JAIR)

Journal ref Journal of Artificial Intelligence Research 2022

Successive Prompting for Decomposing Complex Questions

Dheeru Dua, Shivanshu Gupta, Sameer Singh, Matt Gardner

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

Breakpoint Transformers for Modeling and Tracking Intermediate Beliefs

Kyle Richardson, Ronen Tamari, Oren Sultan, Reut Tsarfaty, Dafna Shahaf, Ashish Sabharwal

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

Comments EMNLP 2022

DocuT5: Seq2seq SQL Generation with Table Documentation

Elena Soare, Iain Mackie, Jeffrey Dalton

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

Third-Party Aligner for Neural Word Alignments

Jinpeng Zhang, Chuanqi Dong, Xiangyu Duan, Yuqi Zhang, Min Zhang

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

Comments 12 pages, 4 figures, findings of emnlp 2022

Complex Reading Comprehension Through Question Decomposition

Xiao-Yu Guo, Yuan-Fang Li, Gholamreza Haffari

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

Comments 10 pages, 1 figure, accepted at ALTA 2022

Training Vision-Language Models with Less Bimodal Supervision

Elad Segal, Ben Bogin, Jonathan Berant

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

Comments AKBC 2022

On Advances in Text Generation from Images Beyond Captioning: A Case Study in Self-Rationalization

Shruti Palaskar, Akshita Bhagia, Yonatan Bisk, Florian Metze, Alan W Black, Ana Marasović

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

Comments v2: EMNLP Findings 2022 accepted paper camera-ready version. 9 pages main, 2 pages appendix

Iteratively Prompt Pre-trained Language Models for Chain of Thought

Boshi Wang, Xiang Deng, Huan Sun

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

Comments EMNLP-2022 Camera-Ready. Code will be available at https://github.com/sunlab-osu/IterPrompt

Inferring Implicit Relations in Complex Questions with Language Models

Uri Katz, Mor Geva, Jonathan Berant

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

Comments Findings of EMNLP 2022

Systematicity in GPT-3's Interpretation of Novel English Noun Compounds

Siyan Li, Riley Carlson, Christopher Potts

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

Comments Findings of EMNLP 2022

PaLM: Scaling Language Modeling with Pathways

Aakanksha Chowdhery, Sharan Narang, Jacob Devlin, Maarten Bosma, Gaurav Mishra, Adam Roberts, Paul Barham, Hyung Won Chung, Charles Sutton, Sebastian Gehrmann, Parker Schuh, Kensen Shi, Sasha Tsvyashchenko, Joshua Maynez, Abhishek Rao, Parker Barnes, Yi Tay, Noam Shazeer, Vinodkumar Prabhakaran, Emily Reif, Nan Du, Ben Hutchinson, Reiner Pope, James Bradbury, Jacob Austin, Michael Isard, Guy Gur-Ari, Pengcheng Yin, Toju Duke, Anselm Levskaya, Sanjay Ghemawat, Sunipa Dev, Henryk Michalewski, Xavier Garcia, Vedant Misra, Kevin Robinson, Liam Fedus, Denny Zhou, Daphne Ippolito, David Luan, Hyeontaek Lim, Barret Zoph, Alexander Spiridonov, Ryan Sepassi, David Dohan, Shivani Agrawal, Mark Omernick, Andrew M. Dai, Thanumalayan Sankaranarayana Pillai, Marie Pellat, Aitor Lewkowycz, Erica Moreira, Rewon Child, Oleksandr Polozov, Katherine Lee, Zongwei Zhou, Xuezhi Wang, Brennan Saeta, Mark Diaz, Orhan Firat, Michele Catasta, Jason Wei, Kathy Meier-Hellstern, Douglas Eck, Jeff Dean, Slav Petrov, Noah Fiedel

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

Prompt-based Conservation Learning for Multi-hop Question Answering

Zhenyun Deng, Yonghua Zhu, Yang Chen, Qianqian Qi, Michael Witbrock, Patricia Riddle

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

Comments Accepted to COLING 2022