| Vol-3859 urn:nbn:de:0074-3859-5 Copyright © 2024 for the individual papers by the papers' authors. Copyright © 2024 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# MMSR 2024
Multimodal Search and Recommendations 2024

### Proceedings of the 1st Workshop on Multimodal Search and Recommendations (MMSR 2024)
co-located with 33rd ACM International Conference on Information and Knowledge Management (CIKM 2024)

### Boise, United States, October 25, 2024.

Edited by

### Aditya Chichani *
Surya Kallumadi **
Tracy Holloway King ***
Andrei Lopatenko ****

* Walmart, Sunnyvale, United States
** Lowes, Atlanta, United States
*** Adobe, San Jose, United States
**** Independent Consultant, Seattle, United States

## Table of Contents

- Preface
  Summary: There were 7 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume.

### Accepted Papers

- CBVS: A Large-Scale Chinese Image-Text Benchmark for Real-World Short Video Search Scenarios
  Xiangshuo Qiao, Xianxin Li, Xiaozhe Qu, Jie Zhang, Yang Liu, Yu Luo, Cihang Jin, Jin Ma
- Understanding Modality Preferences in Search Clarification
  Leila Tavakoli, Giovanni Castiglia, Federica Calò, Yashar Deldjoo, Hamed Zamani, Johanne Trippas
- Smart Multi-Modal Search: Contextual Sparse and Dense Embedding Integration in Adobe Express
  Chirag Arora, Tracy Holloway King, Jayant Kumar, Yi Lu, Sanat Sharma, Arvind Srikantan, David Uvalle, Josep Valls-Vargas, Harsha Vardhan
- Designing Interfaces for Multimodal Vector Search Applications
  Owen Pendrigh Elliott, Tom Hamer, Jesse Clark
- Do We Trust What They Say or What They Do? A Multimodal User Embedding Provides Personalized Explanations
  Zhicheng Ren, Zhiping Xiao, Yizhou Sun
- Evaluating Cost-Accuracy Trade-offs in Multimodal Search Relevance Judgements
  Silvia Terragni, Cuong Hoang, Joachim Daiber, Pallavi Gudipati, Pablo N. Mendes

2024-11-26: submitted by Aditya Chichani, metadata incl. bibliographic data published under Creative Commons CC0
2024-12-06: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|