大模型推理能力

Counterfactual Evaluation for Explainable AI

Yingqiang Ge, Shuchang Liu, Zelong Li, Shuyuan Xu, Shijie Geng, Yunqi Li, Juntao Tan, Fei Sun, Yongfeng Zhang

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

Scaling Laws for Deep Learning

Jonathan S. Rosenfeld

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

Comments PhD thesis

Image Retrieval on Real-life Images with Pre-trained Vision-and-Language Models

Zheyuan Liu, Cristian Rodriguez-Opazo, Damien Teney, Stephen Gould

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

Comments ICCV 2021. Dataset, code, and pre-trained models are released at https://cuberick-orion.github.io/CIRR/

Sentence Semantic Regression for Text Generation

Wei Wang, Piji Li, Hai-Tao Zheng

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

Generating Fake Cyber Threat Intelligence Using Transformer-Based Models

Priyanka Ranade, Aritran Piplai, Sudip Mittal, Anupam Joshi, Tim Finin

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

Comments In Proceedings of International Joint Conference on Neural Networks 2021 (IJCNN 2021), July 2021

Can Transformer Language Models Predict Psychometric Properties?

Antonio Laverghetta, Animesh Nighojkar, Jamshidbek Mirzakhalov, John Licato

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

Comments Proceedings of the 10th Joint Conference on Lexical and Computational Semantics (*SEM 2021)

Go Beyond Plain Fine-tuning: Improving Pretrained Models for Social Commonsense

Ting-Yun Chang, Yang Liu, Karthik Gopalakrishnan, Behnam Hedayatnia, Pei Zhou, Dilek Hakkani-Tur

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

Comments SLT 2021

Subsentence Extraction from Text Using Coverage-Based Deep Learning Language Models

JongYoon Lim, Inkyu Sa, Ho Seok Ahn, Norina Gasteiger, Sanghyub John Lee, Bruce MacDonald

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

Comments 27 pages, 16 figures

Journal ref MDPI Sensors 2021, 21(8), 2712

Scalar Adjective Identification and Multilingual Ranking

Aina Garí Soler, Marianna Apidianaki

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

Comments Accepted at NAACL-HLT 2021

Large Scale Interactive Motion Forecasting for Autonomous Driving : The Waymo Open Motion Dataset

Scott Ettinger, Shuyang Cheng, Benjamin Caine, Chenxi Liu, Hang Zhao, Sabeek Pradhan, Yuning Chai, Ben Sapp, Charles Qi, Yin Zhou, Zoey Yang, Aurelien Chouard, Pei Sun, Jiquan Ngiam, Vijay Vasudevan, Alexander McCauley, Jonathon Shlens, Dragomir Anguelov

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

Comments 15 pages, 10 figures

BERTić -- The Transformer Language Model for Bosnian, Croatian, Montenegrin and Serbian

Nikola Ljubešić, Davor Lauc

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

NLI Data Sanity Check: Assessing the Effect of Data Corruption on Model Performance

Aarne Talman, Marianna Apidianaki, Stergios Chatzikyriakidis, Jörg Tiedemann

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

Comments NoDaLiDa 2021 camera ready

Neural Language Modeling for Contextualized Temporal Graph Generation

Aman Madaan, Yiming Yang

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

Comments NAACL 2021

What's the best place for an AI conference, Vancouver or ______: Why completing comparative questions is difficult

Avishai Zagoury, Einat Minkov, Idan Szpektor, William W. Cohen

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

Comments AAAI 2021; preprint

Adaptive Agent Architecture for Real-time Human-Agent Teaming

Tianwei Ni, Huao Li, Siddharth Agrawal, Suhas Raja, Fan Jia, Yikang Gui, Dana Hughes, Michael Lewis, Katia Sycara

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

Comments The first three authors contributed equally. In AAAI 2021 Workshop on Plan, Activity, and Intent Recognition

Dynamic Graph Representation Learning for Video Dialog via Multi-Modal Shuffled Transformers

Shijie Geng, Peng Gao, Moitreya Chatterjee, Chiori Hori, Jonathan Le Roux, Yongfeng Zhang, Hongsheng Li, Anoop Cherian

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

Comments Accepted at AAAI 2021

Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection

Yikang Li, Pulkit Goel, Varsha Kuppur Rajendra, Har Simrat Singh, Jonathan Francis, Kaixin Ma, Eric Nyberg, Alessandro Oltramari

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

Comments AAAI-CSKG 2021

CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning

Ossama Ahmed, Frederik Träuble, Anirudh Goyal, Alexander Neitz, Yoshua Bengio, Bernhard Schölkopf, Manuel Wüthrich, Stefan Bauer

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

Comments The first two authors contributed equally, the last two authors avised jointly

"where is this relationship going?": Understanding Relationship Trajectories in Narrative Text

Keen You, Dan Goldwasser

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

Comments Accepted to *Sem 2020

Characterizing Datasets for Social Visual Question Answering, and the New TinySocial Dataset

Zhanwen Chen, Shiyao Li, Roxanne Rashedi, Xiaoman Zi, Morgan Elrod-Erickson, Bryan Hollis, Angela Maliakal, Xinyu Shen, Simeng Zhao, Maithilee Kunda

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

Comments To appear in the Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics (ICDL), 2020

EIGEN: Event Influence GENeration using Pre-trained Language Models

Aman Madaan, Dheeraj Rajagopal, Yiming Yang, Abhilasha Ravichander, Eduard Hovy, Shrimai Prabhumoye

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

Subjective Question Answering: Deciphering the inner workings of Transformers in the realm of subjectivity

Lukas Muttenthaler

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

Comments 80 pages, Master's thesis in Computer Science (CS)

UnQovering Stereotyping Biases via Underspecified Questions

Tao Li, Tushar Khot, Daniel Khashabi, Ashish Sabharwal, Vivek Srikumar

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

Comments Accepted at Findings of EMNLP 2020

Precise Task Formalization Matters in Winograd Schema Evaluations

Haokun Liu, William Huang, Dhara A. Mungra, Samuel R. Bowman

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

Comments Accepted to the EMNLP 2020 conference

Does the Objective Matter? Comparing Training Objectives for Pronoun Resolution

Yordan Yordanov, Oana-Maria Camburu, Vid Kocijan, Thomas Lukasiewicz

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

Comments Accepted to the EMNLP 2020 conference

Creative Captioning: An AI Grand Challenge Based on the Dixit Board Game

Maithilee Kunda, Irina Rabkina

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

Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting

Ozan Ozyegen, Igor Ilic, Mucahit Cevik

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

What Does My QA Model Know? Devising Controlled Probes using Expert Knowledge

Kyle Richardson, Ashish Sabharwal

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

Comments TACL 2020

Entity and Evidence Guided Relation Extraction for DocRED

Kevin Huang, Guangtao Wang, Tengyu Ma, Jing Huang

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

Sound2Sight: Generating Visual Dynamics from Sound and Context

Anoop Cherian, Moitreya Chatterjee, Narendra Ahuja

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

Comments Accepted at ECCV 2020