大模型推理能力 - arXivDaily 专题

2107.12292 2021-07-27 cs.CV cs.AI cs.LG cs.MM 62%

Contextual Transformer Networks for Visual Recognition

Yehao Li, Ting Yao, Yingwei Pan, Tao Mei

专题命中其他推理：CoT(abstract)；分类 cs.AI、cs.LG

Comments Rank 1 in open-set image classification task of Open World Vision Challenge @ CVPR 2021; The source code and models are publicly available at: \url{https://github.com/JDAI-CV/CoTNet}

2107.00440 2021-07-02 cs.CL cs.AI 62%

CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding

Dong Wang, Ning Ding, Piji Li, Hai-Tao Zheng

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

Comments ACL 2021, Main Conference, Long Paper

2106.14688 2021-06-29 cs.AI cs.LG 62%

Using Issues to Explain Legal Decisions

Trevor Bench-Capon

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

Comments Presented at the XAILA workshop 2021

2106.02497 2021-06-07 cs.CL cs.AI 62%

COINS: Dynamically Generating COntextualized Inference Rules for Narrative Story Completion

Debjit Paul, Anette Frank

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

Comments ACL 2021

2006.11438 2021-02-05 cs.LG cs.AI cs.MA 62%

Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning

Sheng Li, Jayesh K. Gupta, Peter Morales, Ross Allen, Mykel J. Kochenderfer

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

2101.11038 2021-01-28 cs.CL cs.LG 62%

Muppet: Massive Multi-task Representations with Pre-Finetuning

Armen Aghajanyan, Anchit Gupta, Akshat Shrivastava, Xilun Chen, Luke Zettlemoyer, Sonal Gupta

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

2012.14228 2020-12-29 cs.LG cs.AI 62%

Causal World Models by Unsupervised Deconfounding of Physical Dynamics

Minne Li, Mengyue Yang, Furui Liu, Xu Chen, Zhitang Chen, Jun Wang

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

2011.13384 2020-12-02 cs.LG cs.CL 62%

Automatic coding of students' writing via Contrastive Representation Learning in the Wasserstein space

Ruijie Jiang, Julia Gouvea, David Hammer, Eric Miller, Shuchin Aeron

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

2011.07959 2020-11-17 cs.IR cs.CL cs.LG 62%

Text Mining to Identify and Extract Novel Disease Treatments From Unstructured Datasets

Rahul Yedida, Saad Mohammad Abrar, Cleber Melo-Filho, Eugene Muratov, Rada Chirkova, Alexander Tropsha

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

Comments initial submission

2010.12896 2020-10-27 cs.AI cs.LG cs.LO 62%

Abduction and Argumentation for Explainable Machine Learning: A Position Survey

Antonis Kakas, Loizos Michael

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

2010.05293 2020-10-13 cs.AI cs.CL math.LO 62%

A Defeasible Calculus for Zetetic Agents

Jared Millson

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

2005.00700 2020-10-08 cs.CL cs.AI 62%

UnifiedQA: Crossing Format Boundaries With a Single QA System

Daniel Khashabi, Sewon Min, Tushar Khot, Ashish Sabharwal, Oyvind Tafjord, Peter Clark, Hannaneh Hajishirzi

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

Comments EMNLP 2020 (Findings)

2010.02602 2020-10-07 cs.AI cs.CL 62%

Joint Semantics and Data-Driven Path Representation for Knowledge Graph Inference

Guanglin Niu, Bo Li, Yongfei Zhang, Yongpan Sheng, Chuan Shi, Jingyang Li, Shiliang Pu

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

Comments 12 pages, 6 tables, 4 figures

2001.09219 2020-10-01 cs.HC cs.AI cs.LG 62%

Explainable Active Learning (XAL): An Empirical Study of How Local Explanations Impact Annotator Experience

Bhavya Ghai, Q. Vera Liao, Yunfeng Zhang, Rachel Bellamy, Klaus Mueller

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

Comments replacing with a draft accepted to CSCW2020

2009.06399 2020-09-15 cs.LG cs.AI 62%

On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning

Eoin M. Kenny, Mark T. Keane

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

Comments 4 figures, 9 pages

2009.04346 2020-09-10 cs.AI cs.LG cs.NI 62%

A Methodological Approach to Model CBR-based Systems

Eliseu M. Oliveira, Rafael F. Reale, Joberto S. B. Martins

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

Comments pp 1-16, 3 figures

Journal ref Journal of Computer and Communications, September 2020, ISSN Online: 2327-5227

1909.11740 2020-07-21 cs.CV cs.CL cs.LG 62%

UNITER: UNiversal Image-TExt Representation Learning

Yen-Chun Chen, Linjie Li, Licheng Yu, Ahmed El Kholy, Faisal Ahmed, Zhe Gan, Yu Cheng, Jingjing Liu

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

Comments ECCV 2020

2007.03626 2020-07-08 cs.CL cs.CV cs.LG stat.ML 62%

What Gives the Answer Away? Question Answering Bias Analysis on Video QA Datasets

Jianing Yang, Yuying Zhu, Yongxin Wang, Ruitao Yi, Amir Zadeh, Louis-Philippe Morency

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

2006.06114 2020-06-24 cs.AI cs.CL 62%

Consolidating Commonsense Knowledge

Filip Ilievski, Pedro Szekely, Jingwei Cheng, Fu Zhang, Ehsan Qasemi

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

Comments 14 pages

2006.09873 2020-06-18 cs.CL cs.LG 62%

An Exploratory Study of Argumentative Writing by Young Students: A Transformer-based Approach

Debanjan Ghosh, Beata Beigman Klebanov, Yi Song

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

Comments 15th Workshop on Innovative Use of NLP for Building Educational Applications, ACL 2020

2002.08320 2020-06-12 cs.CR cs.AI cs.HC cs.LG 62%

Proceedings of the Artificial Intelligence for Cyber Security (AICS) Workshop 2020

Dennis Ross, Arunesh Sinha, Diane Staheli, Bill Streilein

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

2006.03274 2020-06-08 cs.LG cs.CL stat.ML 62%

GMAT: Global Memory Augmentation for Transformers

Ankit Gupta, Jonathan Berant

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

2002.01647 2020-05-25 cs.CR cs.AI cs.LG 62%

Knowledge Federation: A Unified and Hierarchical Privacy-Preserving AI Framework

Hongyu Li, Dan Meng, Hong Wang, Xiaolin Li

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

2004.05572 2020-04-30 cs.CL cs.LG 62%

AMR Parsing via Graph-Sequence Iterative Inference

Deng Cai, Wai Lam

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

Comments ACL2020

2004.02032 2020-04-07 cs.AI cs.CL cs.CV 62%

Generating Rationales in Visual Question Answering

Hammad A. Ayyubi, Md. Mehrab Tanjim, Julian J. McAuley, Garrison W. Cottrell

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

2002.06177 2020-02-20 cs.AI cs.LG 62%

The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence

Gary Marcus

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

Comments 5 figures

1905.13211 2020-02-18 cs.LG cs.AI cs.CV cs.NE stat.ML 62%

What Can Neural Networks Reason About?

Keyulu Xu, Jingling Li, Mozhi Zhang, Simon S. Du, Ken-ichi Kawarabayashi, Stefanie Jegelka

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

2001.01891 2020-01-08 cs.AI cs.LG 62%

IMLI: An Incremental Framework for MaxSAT-Based Learning of Interpretable Classification Rules

Bishwamittra Ghosh, Kuldeep S. Meel

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

Comments 10 pages, published in the proceedings of AAAI/ACM Conference on AI, Ethics, and Society (AIES 2019)

Journal ref AIES-19: AAAI/ACM conference on Artificial Intelligence, Ethics, and SocietyAt: Honolulu, HI, United States, January 27-28, 2019

1908.07490 2019-12-05 cs.CL cs.CV cs.LG 62%

LXMERT: Learning Cross-Modality Encoder Representations from Transformers

Hao Tan, Mohit Bansal

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

Comments EMNLP 2019 (14 pages; with new attention visualizations)

1912.00086 2019-12-03 cs.CV cs.AI cs.LG 62%

Learning Perceptual Inference by Contrasting

Chi Zhang, Baoxiong Jia, Feng Gao, Yixin Zhu, Hongjing Lu, Song-Chun Zhu

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

Comments NeurIPS 2019 spotlight. Project page: http://wellyzhang.github.io/project/copinet.html

1. 其他推理 5878 篇

Contextual Transformer Networks for Visual Recognition

CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding

Using Issues to Explain Legal Decisions

COINS: Dynamically Generating COntextualized Inference Rules for Narrative Story Completion

Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning

Muppet: Massive Multi-task Representations with Pre-Finetuning

Causal World Models by Unsupervised Deconfounding of Physical Dynamics

Automatic coding of students' writing via Contrastive Representation Learning in the Wasserstein space

Text Mining to Identify and Extract Novel Disease Treatments From Unstructured Datasets

Abduction and Argumentation for Explainable Machine Learning: A Position Survey

A Defeasible Calculus for Zetetic Agents

UnifiedQA: Crossing Format Boundaries With a Single QA System

Joint Semantics and Data-Driven Path Representation for Knowledge Graph Inference

Explainable Active Learning (XAL): An Empirical Study of How Local Explanations Impact Annotator Experience

On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning

A Methodological Approach to Model CBR-based Systems

UNITER: UNiversal Image-TExt Representation Learning

What Gives the Answer Away? Question Answering Bias Analysis on Video QA Datasets

Consolidating Commonsense Knowledge

An Exploratory Study of Argumentative Writing by Young Students: A Transformer-based Approach

Proceedings of the Artificial Intelligence for Cyber Security (AICS) Workshop 2020

GMAT: Global Memory Augmentation for Transformers

Knowledge Federation: A Unified and Hierarchical Privacy-Preserving AI Framework

AMR Parsing via Graph-Sequence Iterative Inference

Generating Rationales in Visual Question Answering

The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence

What Can Neural Networks Reason About?

IMLI: An Incremental Framework for MaxSAT-Based Learning of Interpretable Classification Rules

LXMERT: Learning Cross-Modality Encoder Representations from Transformers

Learning Perceptual Inference by Contrasting