大模型推理能力

Advanced Tools and Methods for Treewidth-Based Problem Solving -- Extended Abstract

Markus Hecher

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

Comments This is an extended abstract of a binational PhD thesis that has been awarded with the EurAI Dissertation Award 2021, see https://www.eurai.org/award/markus-hecher

Generalizing to New Tasks via One-Shot Compositional Subgoals

Xihan Bian, Oscar Mendez, Simon Hadfield

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

Comments Present at ICRA 2022 "Compositional Robotics: Mathematics and Tools"

Inferring and Conveying Intentionality: Beyond Numerical Rewards to Logical Intentions

Susmit Jha, John Rushby

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

Comments In AAAI Spring Symposium on Towards Conscious AI Systems. 2019

M6-Fashion: High-Fidelity Multi-modal Image Generation and Editing

Zhikang Li, Huiling Zhou, Shuai Bai, Peike Li, Chang Zhou, Hongxia Yang

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

Comments arXiv admin note: text overlap with arXiv:2105.14211

Modeling Multi-hop Question Answering as Single Sequence Prediction

Semih Yavuz, Kazuma Hashimoto, Yingbo Zhou, Nitish Shirish Keskar, Caiming Xiong

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

Comments ACL 2022

Hey AI, Can You Solve Complex Tasks by Talking to Agents?

Tushar Khot, Kyle Richardson, Daniel Khashabi, Ashish Sabharwal

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

Comments Accepted to Findings of ACL 2022

Differentiable Multi-Agent Actor-Critic for Multi-Step Radiology Report Summarization

Sanjeev Kumar Karn, Ning Liu, Hinrich Schuetze, Oladimeji Farri

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

Comments Accepted at 60th Annual Meeting of the Association for Computational Linguistics 2022 Main Conference

Journal ref 60th Annual Meeting of the Association for Computational Linguistics, Dublin, Ireland, 2022

NC-DRE: Leveraging Non-entity Clue Information for Document-level Relation Extraction

Liang Zhang, Yidong Cheng

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

Diaformer: Automatic Diagnosis via Symptoms Sequence Generation

Junying Chen, Dongfang Li, Qingcai Chen, Wenxiu Zhou, Xin Liu

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

Comments AAAI 2022; The first two authors contributed equally to this paper

Learning from Mistakes: Using Mis-predictions as Harm Alerts in Language Pre-Training

Chen Xing, Wenhao Liu, Caiming Xiong

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

Comments Accepted at SSL workshop at NeurIPS 2021

Resonating Minds -- Emergent Collaboration Through Hierarchical Active Inference

Jan Pöppel, Sebastian Kahl, Stefan Kopp

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

Comments This version of the article has been accepted for publication, after peer review but is not the Version of Record and does not reflect post-acceptance improvements, or any corrections. The Version of Record is available online at: http://dx.doi.org/10.1007/s12559-021-09960-4, Cogn Comput (2021)

How Should AI Interpret Rules? A Defense of Minimally Defeasible Interpretive Argumentation

John Licato

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

Comments Extended version of a talk given at USF AI+X Seminar, Oct. 29, 2021

Feudal Reinforcement Learning by Reading Manuals

Kai Wang, Zhonghao Wang, Mo Yu, Humphrey Shi

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

Dynamic Inference with Neural Interpreters

Nasim Rahaman, Muhammad Waleed Gondal, Shruti Joshi, Peter Gehler, Yoshua Bengio, Francesco Locatello, Bernhard Schölkopf

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

Comments NeurIPS 2021

You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction

Osama Makansi, Julius von Kügelgen, Francesco Locatello, Peter Gehler, Dominik Janzing, Thomas Brox, Bernhard Schölkopf

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

Learning to Control Complex Robots Using High-Dimensional Interfaces: Preliminary Insights

Jongmin M. Lee, Temesgen Gebrekristos, Dalia De Santis, Mahdieh Nejati-Javaremi, Deepak Gopinath, Biraj Parikh, Ferdinando A. Mussa-Ivaldi, Brenna D. Argall

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

Comments Presented at AI-HRI symposium as part of AAAI-FSS 2021 (arXiv:2109.10836)

Towards the Right Kind of Fairness in AI

Boris Ruf, Marcin Detyniecki

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

Comments Presented at ECML/PKDD 2021 (Industry Track)

Probing Across Time: What Does RoBERTa Know and When?

Leo Z. Liu, Yizhong Wang, Jungo Kasai, Hannaneh Hajishirzi, Noah A. Smith

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

Comments Accepted to EMNLP2021 Finding

NOPE: A Corpus of Naturally-Occurring Presuppositions in English

Alicia Parrish, Sebastian Schuster, Alex Warstadt, Omar Agha, Soo-Hwan Lee, Zhuoye Zhao, Samuel R. Bowman, Tal Linzen

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

Comments CoNLL 2021. Data and code available at https://github.com/nyu-mll/nope

Rethinking Why Intermediate-Task Fine-Tuning Works

Ting-Yun Chang, Chi-Jen Lu

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

Comments Findings of EMNLP 2021

Elaborative Simplification: Content Addition and Explanation Generation in Text Simplification

Neha Srikanth, Junyi Jessy Li

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

Comments To appear in Findings of ACL 2021

Journal ref Findings of the Association of Computational Linguistics 2021

Provably Correct Optimization and Exploration with Non-linear Policies

Fei Feng, Wotao Yin, Alekh Agarwal, Lin F. Yang

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

Learning Associative Inference Using Fast Weight Memory

Imanol Schlag, Tsendsuren Munkhdalai, Jürgen Schmidhuber

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

Using Semantic Web Services for AI-Based Research in Industry 4.0

Lukas Malburg, Patrick Klein, Ralph Bergmann

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

Comments Submitted to ISWC 2020

Journal ref Proceedings of the International Conference on Innovative Intelligent Industrial Production and Logistics - Volume 1: IN4PL (2020)

Automatic Expansion of Domain-Specific Affective Models for Web Intelligence Applications

Albert Weichselbraun, Jakob Steixner, Adrian M. P. Braşoveanu, Arno Scharl, Max Göbel, Lyndon J. B. Nixon

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

Comments see also https://link.springer.com/article/10.1007/s12559-021-09839-4

Journal ref Cognitive Computation, (2021), 1-18

Yseop at SemEval-2020 Task 5: Cascaded BERT Language Model for Counterfactual Statement Analysis

Hanna Abi Akl, Dominique Mariko, Estelle Labidurie

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

Probing for Multilingual Numerical Understanding in Transformer-Based Language Models

Devin Johnson, Denise Mak, Drew Barker, Lexi Loessberg-Zahl

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

Comments BlackboxNLP (EMNLP 2020)

XTE: Explainable Text Entailment

Vivian S. Silva, André Freitas, Siegfried Handschuh

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

Comments 44 pages, 7 figures. Submitted to the Artificial Intelligence Journal

A Metamodel and Framework for AGI

Hugo Latapie, Ozkan Kilic

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

Tensor Decomposition for Multi-agent Predictive State Representation

Bilian Chen, Biyang Ma, Yifeng Zeng, Langcai Cao, Jing Tang

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

Comments 20 pages, 16 figures