大模型推理能力

Curriculum: A Broad-Coverage Benchmark for Linguistic Phenomena in Natural Language Understanding

Zeming Chen, Qiyue Gao

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments NAACL 2022 (Main Conference), Camera-ready Version

Context Meta-Reinforcement Learning via Neuromodulation

Eseoghene Ben-Iwhiwhu, Jeffery Dick, Nicholas A. Ketz, Praveen K. Pilly, Andrea Soltoggio

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI、cs.LG

Journal ref Neural Networks 2022

Super-Prompting: Utilizing Model-Independent Contextual Data to Reduce Data Annotation Required in Visual Commonsense Tasks

Navid Rezaei, Marek Z. Reformat

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

ERGO: Event Relational Graph Transformer for Document-level Event Causality Identification

Meiqi Chen, Yixin Cao, Kunquan Deng, Mukai Li, Kun Wang, Jing Shao, Yan Zhang

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

End-to-End Referring Video Object Segmentation with Multimodal Transformers

Adam Botach, Evgenii Zheltonozhskii, Chaim Baskin

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments Accepted to CVPR 2022

Perceiver IO: A General Architecture for Structured Inputs & Outputs

Andrew Jaegle, Sebastian Borgeaud, Jean-Baptiste Alayrac, Carl Doersch, Catalin Ionescu, David Ding, Skanda Koppula, Daniel Zoran, Andrew Brock, Evan Shelhamer, Olivier Hénaff, Matthew M. Botvinick, Andrew Zisserman, Oriol Vinyals, Joāo Carreira

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments ICLR 2022 camera ready. Code: https://dpmd.ai/perceiver-code

An Explainable AI System for the Diagnosis of High Dimensional Biomedical Data

Alfred Ultsch, Jörg Hoffmann, Maximilian Röhnert, Malte Von Bonin, Uta Oelschlägel, Cornelia Brendel, Michael C. Thrun

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 29 pages, 5 figure, 5 tables, data available at https://data.mendeley.com/datasets/jk4dt6wprv/1

Baby Intuitions Benchmark (BIB): Discerning the goals, preferences, and actions of others

Kanishk Gandhi, Gala Stojnic, Brenden M. Lake, Moira R. Dillon

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Published in Advances in Neural Information Processing Systems (NeurIPS) 34

Towards Collaborative Question Answering: A Preliminary Study

Xiangkun Hu, Hang Yan, Qipeng Guo, Xipeng Qiu, Weinan Zhang, Zheng Zhang

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Informed Multi-context Entity Alignment

Kexuan Xin, Zequn Sun, Wen Hua, Wei Hu, Xiaofang Zhou

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments accepted by wsdm 2022

Explaining Face Presentation Attack Detection Using Natural Language

Hengameh Mirzaalian, Mohamed E. Hussein, Leonidas Spinoulas, Jonathan May, Wael Abd-Almageed

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments To Appear in the Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition 2021

OPEn: An Open-ended Physics Environment for Learning Without a Task

Chuang Gan, Abhishek Bhandwaldar, Antonio Torralba, Joshua B. Tenenbaum, Phillip Isola

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments IROS 2021. Project page: http://open.csail.mit.edu/

HeadlineCause: A Dataset of News Headlines for Detecting Causalities

Ilya Gusev, Alexey Tikhonov

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.LG

LOKI: Long Term and Key Intentions for Trajectory Prediction

Harshayu Girase, Haiming Gang, Srikanth Malla, Jiachen Li, Akira Kanehara, Karttikeya Mangalam, Chiho Choi

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments ICCV 2021 (The dataset is available at https://usa.honda-ri.com/loki)

Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing

Yu Gu, Robert Tinn, Hao Cheng, Michael Lucas, Naoto Usuyama, Xiaodong Liu, Tristan Naumann, Jianfeng Gao, Hoifung Poon

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments ACM Transactions on Computing for Healthcare (HEALTH)

Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset

Tianqing Fang, Weiqi Wang, Sehyun Choi, Shibo Hao, Hongming Zhang, Yangqiu Song, Bin He

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2021 Main Conference

Knowledge-Based Construction of Confusion Matrices for Multi-Label Classification Algorithms using Semantic Similarity Measures

Houcemeddine Turki, Mohamed Ali Hadj Taieb, Mohamed Ben Aouicha

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments Camera-Ready for International Workshop on Data meets Applied Ontologies in Explainable AI (DAO-XAI 2021)

Probing Pre-Trained Language Models for Disease Knowledge

Israa Alghanmi, Luis Espinosa-Anke, Steven Schockaert

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted by ACL 2021 Findings

Generating Hypothetical Events for Abductive Inference

Debjit Paul, Anette Frank

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Proceedings of The Tenth Joint Conference on Lexical and Computational Semantics (STARSEM 2021)

WeChat AI & ICT's Submission for DSTC9 Interactive Dialogue Evaluation Track

Zekang Li, Zongjia Li, Jinchao Zhang, Yang Feng, Jie Zhou

专题命中 推理评测 ：planning(abstract)；分类 cs.CL、cs.AI

Comments DSTC9@AAAI2021

Optimizing Deeper Transformers on Small Datasets

Peng Xu, Dhruv Kumar, Wei Yang, Wenjie Zi, Keyi Tang, Chenyang Huang, Jackie Chi Kit Cheung, Simon J. D. Prince, Yanshuai Cao

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments Accepted at ACL 2021 main conference

How to Motivate Your Dragon: Teaching Goal-Driven Agents to Speak and Act in Fantasy Worlds

Prithviraj Ammanabrolu, Jack Urbanek, Margaret Li, Arthur Szlam, Tim Rocktäschel, Jason Weston

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments In NAACL 2021

Watch-And-Help: A Challenge for Social Perception and Human-AI Collaboration

Xavier Puig, Tianmin Shu, Shuang Li, Zilin Wang, Yuan-Hong Liao, Joshua B. Tenenbaum, Sanja Fidler, Antonio Torralba

专题命中 推理评测 ：planning(abstract)；分类 cs.AI、cs.LG

Comments ICLR 2021

PlasticineLab: A Soft-Body Manipulation Benchmark with Differentiable Physics

Zhiao Huang, Yuanming Hu, Tao Du, Siyuan Zhou, Hao Su, Joshua B. Tenenbaum, Chuang Gan

专题命中 推理评测 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Accepted to ICLR 2021 as a spotlight presentation. Project page: http://plasticinelab.csail.mit.edu/

Congestion-aware Multi-agent Trajectory Prediction for Collision Avoidance

Xu Xie, Chi Zhang, Yixin Zhu, Ying Nian Wu, Song-Chun Zhu

专题命中 推理评测 ：planning(abstract)；分类 cs.AI、cs.LG

Comments ICRA 2021 paper. Project: https://xuxie1031.github.io/projects/GTA/GTAProj.html

Knowledge-driven Natural Language Understanding of English Text and its Applications

Kinjal Basu, Sarat Varanasi, Farhad Shakerin, Joaquin Arias, Gopal Gupta

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Preprint. Accepted by the 35th AAAI Conference (AAAI-21) Main Tracks

Can Transformers Reason About Effects of Actions?

Pratyay Banerjee, Chitta Baral, Man Luo, Arindam Mitra, Kuntal Pal, Tran C. Son, Neeraj Varshney

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Knowledge-driven Data Construction for Zero-shot Evaluation in Commonsense Question Answering

Kaixin Ma, Filip Ilievski, Jonathan Francis, Yonatan Bisk, Eric Nyberg, Alessandro Oltramari

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments AAAI 2021

Do Fine-tuned Commonsense Language Models Really Generalize?

Mayank Kejriwal, Ke Shen

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 9 pages, 2 figures

Visuo-Linguistic Question Answering (VLQA) Challenge

Shailaja Keyur Sampat, Yezhou Yang, Chitta Baral

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Findings of EMNLP 2020 (22 pages, 13 figures)