2021 Amazon Last Mile Routing Research Challenge Dataset

Tools & Applications

• AWS Last Mile Route Sequence Optimization by Chen Wu, Yin Song, Verdi March, Eden Duthi
  
• Code repository used for the 2021 Amazon Routing Research Challenge (this repository is included for reference and documentation purposes only, you do not need to install it to access the data) by CAVE Lab, MIT Center for Transportation and Logistics
  

Publications

• 2021 Amazon Last Mile Routing Research Challenge: Data Set by Daniel Merchán, Jatin Arora, Julian Pachon, Karthik Konduri, Matthias Winkenbach, Steven Parks, Joseph Noszek
  
• Can language models be used for real-world urban-delivery route optimization? by Yang Liu, Fanyou Wu, Zhiyuan Liu, Kai Wang, Feiyue Wang, Xiaobo Qu
  
• Constrained Local Search for Last-Mile Routing by William Cook, Stephan Held, Keld Helsgaun
  
• Crowdkeeping in Last-Mile Delivery by Xin Wang , Okan Arslan , Erick Delage
  
• Does parking matter? The impact of parking time on last-mile delivery optimization by Sara Reed, Ann Melissa Campbell, Barrett W. Thomas
  
• Human-Centric Parcel Delivery at Deutsche Post with Operations Research and Machine Learning by Uğur Arikan , Thorsten Kranz, Baris Cem Sal, Severin Schmitt, Jonas Witt
  
• Integrating driver behavior into last-mile delivery routing - Combining machine learning and optimization in a hybrid decision support framework by Peter Dieter, Matthew Caron, Guido Schryen
  
• Inverse Optimization for Routing Problems by Pedro Zattoni Scroccaro, Piet van Beek, Peyman Mohajerin Esfahani, Bilge Atasoy
  
• Learn global and optimize local A data-driven methodology for last-mile routing by Mayukh Ghosh, Alex Kuiper, Roshan Mahes, Donato Maragno
  
• Machine Learning for Data-Driven Last-Mile Delivery Optimization by Sami Serkan Özarik, Paulo da Costa, Alexandre M. Florio
  
• Making opportunity sales in attended home delivery by Çelen Naz Ötken, Bariş Yildiz, Okan Arslan, Gilbert Laporte
  
• Planning robust drone-truck delivery routes under road traffic uncertainty by Yu Yang, Chiwei Yan, Yufeng Cao, Roberto Roberti
  
• Predicting drivers route trajectories in last-mile delivery using a pair-wise attention-based pointer neural network by Baichuan Mo, Qingyi Wang, Xiaotong Guo, Matthias Winkenbach, Jinhua Zhao
  
• Probability estimation and structured output prediction for learning preferences in last mile delivery by Rocsildes Canoy, Victor Bucarey, Jayanta Mandi, Maxime Mulamba, Yves Molenbruch, Tias Guns
  
• The Driver-Aide Problem Coordinated Logistics for Last-Mile Delivery by S. Raghavan , Rui Zhang
  

COVID-19 Data Lake

Tutorials

• A public data lake for analysis of COVID-19 data by AWS Data Lake Team
  GlueAthenaComprehendKendraQuickSight
• Exploring the public AWS COVID-19 data lake by AWS Data Lake Team
  AthenaGlueSageMaker
• How to use SQL to query data in S3 Bucket with Amazon Athena and AWS SDK for .NET by AWS ProServe US West Applications Team
  AthenaGlueS3CloudFormation

Tools & Applications

• CloudFormation template for Glue Catalog table definitions by AWS Data Lake Team
  
• Explore the COVID-19 data lake public S3 bucket by AWS Data Lake Team
  

CMS 2008-2010 Data Entrepreneurs’ Synthetic Public Use File (DE-SynPUF) in OMOP Common Data Model

Tutorials

• Create data science environments on AWS for health analysis using OHDSI by James Wiggins
  CloudFormationEC2RDS
• Map clinical notes to the OMOP Common Data Model and healthcare ontologies using Amazon Comprehend Medical by James Wiggins
  ComprehendCloudFormationEC2RDS
• Predict patient health outcomes using OHDSI and machine learning on AWS by James Wiggins
  CloudFormationEC2RDS

Tools & Applications

• OHDSIonAWS by James Wiggins
  

Amazon Bin Image Dataset

Publications

• Amazon Bin Image Dataset Challenge by silverbottlep
  
• Amazon Inventory Reconciliation using AI by Pablo Rodriguez Bertorello, Sravan Sripada, Nutchapol Dendumrongsup
  

YouTube 8 Million - Data Lakehouse Ready

Tutorials

• Data Lake as Code Deployment Guide by AWS Industry Blueprints Team
  AthenaGlueLake Formation

Publications

• YouTube 8 Million by Google Research
  

AWS Public Blockchain Data

Publications

• Access Bitcoin and Ethereum open datasets for cross-chain analytics by Oliver Steffmann, Bhaskar Ravat, Sreeji Gopal, and Stefan Dicker
  

AWS iGenomes

Tools & Applications

• nf-core analysis pipelines by Phil Ewels
  

Amazon-PQA

Publications

• Answering Product-Questions by Utilizing Questions from Other Contextually Similar Products by Ohad Rozen, David Carmel, Avihai Mejer, Vitaly Mirkis, and Yftah Ziser
  

Answer Reformulation

Publications

• Voice-based Reformulation of Community Answers by Simone Filice, Nachshon Cohen & David Carmel
  

Automatic Speech Recognition (ASR) Error Robustness

Publications

• Using Phoneme Representations to Build Predictive Models Robust to ASR Errors by Anjie Fang, Simone Filice, Nut Limsopatham and Oleg Rokhlenko
  

BodyM Dataset

Publications

• Human Body Measurement Estimation with Adversarial Augmentation by Nataniel Ruiz, Miriam Bellver, Timo Bolkart, Ambuj Arora, Ming C. Lin, Javier Romero and Raja Bala
  

DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue

Publications

• DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue by Shikib Mehri, Mihail Eric, Dilek Hakkani-Tur
  

Enriched Topical-Chat Dataset for Knowledge-Grounded Dialogue Systems

Publications

• Policy-Driven Neural Response Generation for Knowledge-Grounded Dialogue Systems by Behnam Hedayatnia, Karthik Gopalakrishnan, Seokhwan Kim, Yang Liu, Mihail Eric & Dilek Hakkani-Tur
  

Google Brain Genomics Sequencing Dataset for Benchmarking and Development

Publications

• An Extensive Sequence Dataset of Gold-Standard Samples for Benchmarking and Development by Baid G., Nattestad M., Kolesnikov A., Goel S., Yang H., Chang P., and Carroll A (2020)
  

Helpful Sentences from Reviews

Publications

• Identifying Helpful Sentences in Product Reviews by Iftah Gamzu et al (2021)
  

Humor Detection from Product Question Answering Systems

Publications

• Humor Detection in Product Question Answering Systems. by Yftah Ziser, Elad Kravi & David Carmel
  

Humor patterns used for querying Alexa traffic

Publications

• “Alexa, Do You Want to Build a Snowman?” Characterizing Playful Requests to Conversational Agents by Shani C., Libov A., Tolmach S., Lewin-Eytan L., Maarek Y., and Shahaf D.
  

Learning to Rank and Filter - community question answering

Publications

• IR Evaluation and Learning in the Presence of Forbidden Documents by David Carmel, Nachshon Cohen, Amir Ingber & Elad Kravi
  

Low Context Name Entity Recognition (NER) Datasets with Gazetteer

Publications

• GEMNET: Effective Gated Gazetteer Representations for Recognizing Complex Entities in Low-context Input by Tao Meng, Anjie Fang, Oleg Rokhlenko and Shervin Malmasi
  

Multi Token Completion

Publications

• Simple and Effective Multi-Token Completion from Masked Language Models by Oren Kalinsky, Guy Kushilevitz, Alex Libov & Yoav Goldberg
  

Multilingual Name Entity Recognition (NER) Datasets with Gazetteer

Publications

• Gazetteer Enhanced Named Entity Recognition for Code-Mixed Web Queries by Besnik Fetahu, Anjie Fang, Oleg Rokhlenko and Shervin Malmasi
  

PASS: Perturb-and-Select Summarizer for Product Reviews

Publications

• PASS: Perturb-and-Select Summarizer for Product Reviews by Nadav Oved and Ran Levy (2021)
  

PersonPath22

Publications

• Large scale Real-world Multi-Person Tracking by Bing Shuai, Alessandro Bergamo, Uta Buechler, Andrew Berneshawi, Alyssa Boden, Joseph Tighe
  

Phrase Clustering Dataset (PCD)

Publications

• McPhraSy: Multi context phrase similarity and clustering by Amir DN Cohen, Hila Gonen, Ori Shapira, Ran Levy, and Yoav Goldberg
  

Pre- and post-purchase product questions

Publications

• "Did you buy it already?", Detecting Users Purchase-State From Their Product-Related Questions by Lital Kuchy, David Carmel, Thomas Huet & Elad Kravi
  

Product Comparison Dataset for Online Shopping

Publications

• Generating Explainable Product Comparisons for Online Shopping by Nikhita Vedula, Marcus Collins, Eugene Agichtein and Oleg Rokhlenko
  

Shopping Humor Generation

Publications

• Evaluating Humorous Response Generation to Playful Shopping Requests by Natalie Shapira, Oren Kalinsky, Alex Libov, Chen Shani, Sofia Tolmach
  

Visual Anomaly (VisA)

Publications

• SPot-the-Difference Self-Supervised Pre-training for Anomaly Detection and Segmentation by Yang Zou, Jongheon Jeong, Latha Pemula, Dongqing Zhang, and Onkar Dabeer
  

VoiSeR

Publications

• VoiSeR: A New Benchmark for Voice-Based Search Refinement by Simone Filice, Giuseppe Castellucci, Marcus Collins, Eugene Agichtein & Oleg Rokhlenko
  

WikiSum: Coherent Summarization Dataset for Efficient Human-Evaluation

Publications

• WikiSum: Coherent Summarization Dataset for Efficient Human-Evaluation by Nachshon Cohen, Oren Kalinsky, Yftah Ziser & Alessandro Moschitti
  

Wizard of Tasks

Publications

• Wizard of Tasks: A Novel Conversational Dataset for Solving Real-World Tasks in Conversational Settings by Jason Ingyu Choi, Saar Kuzi, Nikhita Vedula, Jie Zhao, Giuseppe Castellucci, Marcus Collins, Shervin Malmasi, Oleg Rokhlenko and Eugene Agichtein